From ade954855b1f5ed7a00b0f80bf95fb5cebefe099 Mon Sep 17 00:00:00 2001
From: Reuven Gonzales <reuven@karibalabs.co>
Date: Thu, 13 Jun 2024 15:15:24 +0100
Subject: [PATCH] Dagster Checks for Traces and Transactions (#1633)

* Starting sql aware checks

* Got time constraining working

* add all checks for blockchain artifacts
---
 poetry.lock                                   | 2599 ++++++++---------
 pyproject.toml                                |    3 +-
 .../cloudquery-example-plugin/pyproject.toml  |    2 +-
 warehouse/oso_dagster/assets.py               |   43 +-
 warehouse/oso_dagster/cbt/__init__.py         |   29 +-
 warehouse/oso_dagster/cbt/bq.py               |   36 +-
 warehouse/oso_dagster/cbt/context.py          |  110 +
 warehouse/oso_dagster/cbt/duckdb.py           |   25 +
 warehouse/oso_dagster/cbt/macros/__init__.py  |    6 +
 .../oso_dagster/cbt/macros/test_macros.py     |  109 +
 .../oso_dagster/cbt/macros/time_constrain.py  |   88 +
 warehouse/oso_dagster/cbt/utils/__init__.py   |    2 +
 warehouse/oso_dagster/cbt/utils/compare.py    |   24 +
 warehouse/oso_dagster/cbt/utils/replace.py    |   16 +
 warehouse/oso_dagster/cbt/utils/test_utils.py |   20 +
 .../oso_dagster/factories/goldsky/assets.py   |   13 +-
 .../oso_dagster/factories/goldsky/checks.py   |  248 +-
 .../oso_dagster/factories/goldsky/config.py   |    2 +-
 .../goldsky/queries/block_number_check.sql    |    2 +-
 .../goldsky/queries/traces_check.sql          |    6 +
 .../goldsky/queries/transactions_check.sql    |    6 +
 .../oso_dagster/utils/testing/__init__.py     |    0
 warehouse/oso_dagster/utils/testing/duckdb.py |   41 +
 23 files changed, 2048 insertions(+), 1382 deletions(-)
 create mode 100644 warehouse/oso_dagster/cbt/context.py
 create mode 100644 warehouse/oso_dagster/cbt/duckdb.py
 create mode 100644 warehouse/oso_dagster/cbt/macros/__init__.py
 create mode 100644 warehouse/oso_dagster/cbt/macros/test_macros.py
 create mode 100644 warehouse/oso_dagster/cbt/macros/time_constrain.py
 create mode 100644 warehouse/oso_dagster/cbt/utils/__init__.py
 create mode 100644 warehouse/oso_dagster/cbt/utils/compare.py
 create mode 100644 warehouse/oso_dagster/cbt/utils/replace.py
 create mode 100644 warehouse/oso_dagster/cbt/utils/test_utils.py
 create mode 100644 warehouse/oso_dagster/factories/goldsky/queries/traces_check.sql
 create mode 100644 warehouse/oso_dagster/factories/goldsky/queries/transactions_check.sql
 create mode 100644 warehouse/oso_dagster/utils/testing/__init__.py
 create mode 100644 warehouse/oso_dagster/utils/testing/duckdb.py

diff --git a/poetry.lock b/poetry.lock
index 2ed10186a..159c86925 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,13 +2,13 @@
 
 [[package]]
 name = "agate"
-version = "1.7.1"
+version = "1.9.1"
 description = "A data analysis library that is optimized for humans instead of machines."
 optional = false
 python-versions = "*"
 files = [
-    {file = "agate-1.7.1-py2.py3-none-any.whl", hash = "sha256:23f9f412f74f97b72f82b1525ab235cc816bc8c8525d968a091576a0dbc54a5f"},
-    {file = "agate-1.7.1.tar.gz", hash = "sha256:eadf46d980168b8922d5d396d6258eecd5e7dbef7e6f0c0b71e968545ea96389"},
+    {file = "agate-1.9.1-py2.py3-none-any.whl", hash = "sha256:1cf329510b3dde07c4ad1740b7587c9c679abc3dcd92bb1107eabc10c2e03c50"},
+    {file = "agate-1.9.1.tar.gz", hash = "sha256:bc60880c2ee59636a2a80cd8603d63f995be64526abf3cbba12f00767bcd5b3d"},
 ]
 
 [package.dependencies]
@@ -18,94 +18,94 @@ leather = ">=0.3.2"
 parsedatetime = ">=2.1,<2.5 || >2.5"
 python-slugify = ">=1.2.1"
 pytimeparse = ">=1.1.5"
+tzdata = {version = ">=2023.3", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-docs = ["Sphinx (>=1.2.2)", "sphinx-rtd-theme (>=0.1.6)"]
-test = ["PyICU (>=2.4.2)", "coverage (>=3.7.1)", "cssselect (>=0.9.1)", "lxml (>=3.6.0)", "pytest", "pytest-cov", "pytz (>=2015.4)"]
+test = ["PyICU (>=2.4.2)", "backports.zoneinfo", "coverage (>=3.7.1)", "cssselect (>=0.9.1)", "lxml (>=3.6.0)", "pytest", "pytest-cov"]
 
 [[package]]
 name = "aiohttp"
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 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -167,24 +167,24 @@ dev = ["black", "coverage", "isort", "pre-commit", "pyenchant", "pylint"]
 
 [[package]]
 name = "annotated-types"
-version = "0.6.0"
+version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "anyio"
-version = "4.3.0"
+version = "4.4.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -290,13 +290,13 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 
 [[package]]
 name = "babel"
-version = "2.14.0"
+version = "2.15.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -315,33 +315,33 @@ files = [
 
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 name = "black"
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+version = "24.4.2"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -381,13 +381,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.6.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
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+    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
+    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
 ]
 
 [[package]]
@@ -580,25 +580,25 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "cloud-sql-python-connector"
-version = "1.7.0"
+version = "1.10.0"
 description = "The Cloud SQL Python Connector is a library that can be used alongside a database driver to allow users with sufficient permissions to connect to a Cloud SQL database without having to manually allowlist IPs or manage SSL certificates."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "cloud-sql-python-connector-1.10.0.tar.gz", hash = "sha256:1fc4a15a37eb6a07c0a12179c1c97c0b10e214a32e47c98e30d5548c251f64c8"},
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 ]
 
 [package.dependencies]
 aiohttp = "*"
 cryptography = ">=42.0.0"
-google-auth = "*"
-pg8000 = {version = ">=1.30.4", optional = true, markers = "extra == \"pg8000\""}
+google-auth = ">=2.28.0"
+pg8000 = {version = ">=1.31.1", optional = true, markers = "extra == \"pg8000\""}
 Requests = "*"
 
 [package.extras]
 asyncpg = ["asyncpg (>=0.29.0)"]
-pg8000 = ["pg8000 (>=1.30.4)"]
+pg8000 = ["pg8000 (>=1.31.1)"]
 pymysql = ["PyMySQL (>=1.1.0)"]
 pytds = ["python-tds (>=1.15.0)"]
 
@@ -613,57 +613,6 @@ files = [
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 ]
 
-[[package]]
-name = "cloudquery-plugin-pb"
-version = "0.0.24"
-description = "CloudQuery Plugin client and server library"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-grpcio = ">=1.56.0"
-grpcio-tools = ">=1.56.0"
-protobuf = ">=4.23.4"
-pyarrow = ">=13.0.0"
-
-[[package]]
-name = "cloudquery-plugin-sdk"
-version = "0.1.16"
-description = "CloudQuery Plugin SDK for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-black = "24.2.0"
-cloudquery-plugin-pb = "0.0.24"
-exceptiongroup = "1.2.0"
-grpcio = "1.62.0"
-grpcio-tools = "1.62.0"
-iniconfig = "2.0.0"
-Jinja2 = "3.1.3"
-MarkupSafe = "2.1.5"
-numpy = "1.26.4"
-packaging = "23.2"
-pandas = "2.2.1"
-pluggy = "1.4.0"
-protobuf = "4.25.3"
-pyarrow = "15.0.0"
-pytest = "8.0.2"
-python-dateutil = "2.8.2"
-pytz = "2023.4"
-six = "1.16.0"
-structlog = "23.3.0"
-tomli = "2.0.1"
-tzdata = "2023.4"
-
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -694,13 +643,13 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "croniter"
-version = "2.0.3"
+version = "2.0.5"
 description = "croniter provides iteration for datetime object with cron like format"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -709,43 +658,43 @@ pytz = ">2021.1"
 
 [[package]]
 name = "cryptography"
-version = "42.0.5"
+version = "42.0.8"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -761,15 +710,25 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "daff"
+version = "1.3.46"
+description = "Diff and patch tables"
+optional = false
+python-versions = "*"
+files = [
+    {file = "daff-1.3.46.tar.gz", hash = "sha256:22d0da9fd6a3275b54c926a9c97b180f9258aad65113ea18f3fec52cbadcd818"},
+]
+
 [[package]]
 name = "dagster"
-version = "1.7.6"
+version = "1.7.9"
 description = "Dagster is an orchestration platform for the development, production, and observation of data assets."
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "dagster-1.7.6-py3-none-any.whl", hash = "sha256:051d37ccdf4e98b33691d80ec88e1ad71e1c0e1486215c82ce67d4ab9e4cfd2d"},
-    {file = "dagster-1.7.6.tar.gz", hash = "sha256:1de28afd0e2e3908ff111a0a14b2fb9423e1c9700c3acc865728c5fcce86ee7e"},
+    {file = "dagster-1.7.9-py3-none-any.whl", hash = "sha256:4c4541cebec5084e44dd5a85ab2f2e38407e18e1efcf82c3f4f2dc3c41501155"},
+    {file = "dagster-1.7.9.tar.gz", hash = "sha256:91be5523d9721fc0ff27ef49f9d392f12966f787c6208a5fa3ceb3142cc4493c"},
 ]
 
 [package.dependencies]
@@ -777,7 +736,7 @@ alembic = ">=1.2.1,<1.6.3 || >1.6.3,<1.7.0 || >1.7.0,<1.11.0 || >1.11.0"
 click = ">=5.0"
 coloredlogs = ">=6.1,<=14.0"
 croniter = ">=0.3.34"
-dagster-pipes = "1.7.6"
+dagster-pipes = "1.7.9"
 docstring-parser = "*"
 filelock = "*"
 grpcio = ">=1.44.0"
@@ -816,23 +775,23 @@ watchdog = ">=0.8.3"
 docker = ["docker"]
 mypy = ["mypy (==1.8.0)"]
 pyright = ["pandas-stubs", "pyright (==1.1.356)", "types-PyYAML", "types-backports", "types-certifi", "types-chardet", "types-croniter", "types-cryptography", "types-mock", "types-paramiko", "types-pkg-resources", "types-pyOpenSSL", "types-python-dateutil", "types-pytz", "types-requests", "types-simplejson", "types-six", "types-sqlalchemy (==1.4.53.34)", "types-tabulate", "types-toml", "types-tzlocal"]
-ruff = ["ruff (==0.3.4)"]
+ruff = ["ruff (==0.4.5)"]
 test = ["buildkite-test-collector", "docker", "fsspec (<2024.5.0)", "grpcio-tools (>=1.44.0)", "mock (==3.0.5)", "morefs[asynclocal]", "mypy-protobuf", "objgraph", "pytest (>=7.0.1)", "pytest-cov (==2.10.1)", "pytest-mock (==3.3.1)", "pytest-rerunfailures (==10.0)", "pytest-xdist (==3.5.0)", "rapidfuzz", "responses (<=0.23.1)", "syrupy (>=4.0.0)", "tox (==3.25.0)"]
 
 [[package]]
 name = "dagster-dbt"
-version = "0.23.6"
+version = "0.23.9"
 description = "A Dagster integration for dbt"
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "dagster-dbt-0.23.6.tar.gz", hash = "sha256:daadedaa06b61111c05cfd36a2d70b24c4dabed95e8c8cf2edab6ddbff4c6378"},
-    {file = "dagster_dbt-0.23.6-py3-none-any.whl", hash = "sha256:669a09346d117010e3d62181d9a2f05cfbe84d7b142903fe6032526fa99af5fd"},
+    {file = "dagster-dbt-0.23.9.tar.gz", hash = "sha256:bca9db6590da40b1c9722169ad0eab459209999fb880f035a1c78a9ed4b16ba5"},
+    {file = "dagster_dbt-0.23.9-py3-none-any.whl", hash = "sha256:38bc352899503b1ca5f6d5da85f2eaa28295d7fd484b98b97724afccf899d92b"},
 ]
 
 [package.dependencies]
-dagster = "1.7.6"
-dbt-core = ">=1.6,<1.8"
+dagster = "1.7.9"
+dbt-core = ">=1.6,<1.9"
 Jinja2 = "*"
 networkx = "*"
 orjson = "*"
@@ -847,18 +806,18 @@ test = ["dagster-duckdb", "dagster-duckdb-pandas", "dbt-duckdb"]
 
 [[package]]
 name = "dagster-gcp"
-version = "0.23.6"
+version = "0.23.9"
 description = "Package for GCP-specific Dagster framework op and resource components."
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "dagster-gcp-0.23.6.tar.gz", hash = "sha256:c62181c38292ada341fd68909a8a6a1992f320e8592a8930ec8b539e35cb5253"},
-    {file = "dagster_gcp-0.23.6-py3-none-any.whl", hash = "sha256:22588b8a52953f048faf9992968808c64f852dbba05b35dc4d78bae0c444346e"},
+    {file = "dagster-gcp-0.23.9.tar.gz", hash = "sha256:be9acc411bbc818f8f580c9c8ed9757aa0e98bcb442dd18b77014324d24437a2"},
+    {file = "dagster_gcp-0.23.9-py3-none-any.whl", hash = "sha256:205c80e2936e51dc105ad8b3c5d87c2f618a6770eb2937226351aefbe4fb258b"},
 ]
 
 [package.dependencies]
-dagster = "1.7.6"
-dagster-pandas = "0.23.6"
+dagster = "1.7.9"
+dagster-pandas = "0.23.9"
 db-dtypes = "*"
 google-api-python-client = "*"
 google-cloud-bigquery = "*"
@@ -870,17 +829,17 @@ pyarrow = ["pyarrow"]
 
 [[package]]
 name = "dagster-graphql"
-version = "1.7.6"
+version = "1.7.9"
 description = "The GraphQL frontend to python dagster."
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "dagster-graphql-1.7.6.tar.gz", hash = "sha256:e2d17dffa4baf3216ef2e66a92c5c52dd64eeac1f34bbb38277dbe54fee0eb51"},
-    {file = "dagster_graphql-1.7.6-py3-none-any.whl", hash = "sha256:874398d5e26a3406df121613ae644026d84ff30a4a9f2fb980c34cd7fbb1d961"},
+    {file = "dagster-graphql-1.7.9.tar.gz", hash = "sha256:ca2f37a9d801f25d59ff10e6f18f3d657a6f228797a9bc3f6be0a4cc8d174af3"},
+    {file = "dagster_graphql-1.7.9-py3-none-any.whl", hash = "sha256:99880e9a451e208ab6f180b5fdbdb5276e74f6c19100399411a1b9908b14aa13"},
 ]
 
 [package.dependencies]
-dagster = "1.7.6"
+dagster = "1.7.9"
 gql = {version = ">=3,<4", extras = ["requests"]}
 graphene = ">=3,<4"
 requests = "*"
@@ -888,60 +847,60 @@ starlette = "*"
 
 [[package]]
 name = "dagster-pandas"
-version = "0.23.6"
+version = "0.23.9"
 description = "Utilities and examples for working with pandas and dagster, an opinionated framework for expressing data pipelines"
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "dagster-pandas-0.23.6.tar.gz", hash = "sha256:8385073e9d26a1858c965765ee722615291ee6bed1fe98ececf212af962c4158"},
-    {file = "dagster_pandas-0.23.6-py3-none-any.whl", hash = "sha256:4ee6ad1133d3cbd812acdb0e97b1ab56ed321c7024f4a6bcc320e150d563da45"},
+    {file = "dagster-pandas-0.23.9.tar.gz", hash = "sha256:dfcdeb4d0e81599cf74449a3865162cdeaea2fbf7f46f8495faa57bf14e60cb5"},
+    {file = "dagster_pandas-0.23.9-py3-none-any.whl", hash = "sha256:8834b07f17c9480f786e30cd41fbd2b0c874ae5f5e3f1b7ac6c8ca8ead2b7390"},
 ]
 
 [package.dependencies]
-dagster = "1.7.6"
+dagster = "1.7.9"
 pandas = "*"
 
 [[package]]
 name = "dagster-pipes"
-version = "1.7.6"
+version = "1.7.9"
 description = "Toolkit for Dagster integrations with transform logic outside of Dagster"
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "dagster-pipes-1.7.6.tar.gz", hash = "sha256:25d05d95a6f6e79c0a932ce180c5891faf453f7299b4ff411e589b461dd3c315"},
-    {file = "dagster_pipes-1.7.6-py3-none-any.whl", hash = "sha256:32bbff40d83727239727b98286ba989e3df1a478d571037c99f1f8e6683a039f"},
+    {file = "dagster-pipes-1.7.9.tar.gz", hash = "sha256:4d18fd71b065749d4ac3f20aa9ccba5fb0a54227f6c4eb0828a4ba00a182cf39"},
+    {file = "dagster_pipes-1.7.9-py3-none-any.whl", hash = "sha256:91abe159d6e233653009f3e54eb6a18ae76328c6b76b172234b310286f75cb99"},
 ]
 
 [[package]]
 name = "dagster-postgres"
-version = "0.23.6"
+version = "0.23.9"
 description = "A Dagster integration for postgres"
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "dagster-postgres-0.23.6.tar.gz", hash = "sha256:c4d9a6fb764a8802955920554b630340d97ed33229f9d90e9185e6ddbe50355a"},
-    {file = "dagster_postgres-0.23.6-py3-none-any.whl", hash = "sha256:94bab6247eee10ce3f6084e2a2928db48739c10c37cfeb3accba0ab18c15080b"},
+    {file = "dagster-postgres-0.23.9.tar.gz", hash = "sha256:5ada17de5c19d0df7af09e310ea274f88949e3e57f90bb9fb2651eddc48b675a"},
+    {file = "dagster_postgres-0.23.9-py3-none-any.whl", hash = "sha256:c0bc510d92e633505f928278157986d37de6eb0d5233dc9e9e00d922b5f344f7"},
 ]
 
 [package.dependencies]
-dagster = "1.7.6"
+dagster = "1.7.9"
 psycopg2-binary = "*"
 
 [[package]]
 name = "dagster-webserver"
-version = "1.7.6"
+version = "1.7.9"
 description = "Web UI for dagster."
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "dagster-webserver-1.7.6.tar.gz", hash = "sha256:dcbfe2a955d2ece9bbc2e62cd9aa271a028df465b36dac41354a6211deb207af"},
-    {file = "dagster_webserver-1.7.6-py3-none-any.whl", hash = "sha256:7f44a39ad34308928b25b0ac5c4d98590ba21a8ae49dab4c0b8156f475e9b955"},
+    {file = "dagster-webserver-1.7.9.tar.gz", hash = "sha256:bc9a493bfc48b103bca32bb94258480de4e404ae36c93bb37d9901629ca24675"},
+    {file = "dagster_webserver-1.7.9-py3-none-any.whl", hash = "sha256:fc11480ec039746c59210bc9f466e41fb3462e04baef75fe7c7df23fdbc0309e"},
 ]
 
 [package.dependencies]
 click = ">=7.0,<9.0"
-dagster = "1.7.6"
-dagster-graphql = "1.7.6"
+dagster = "1.7.9"
+dagster-graphql = "1.7.9"
 starlette = "!=0.36.0"
 uvicorn = {version = "*", extras = ["standard"]}
 
@@ -951,19 +910,19 @@ test = ["starlette[full]"]
 
 [[package]]
 name = "dask"
-version = "2024.4.2"
+version = "2024.5.2"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "dask-2024.4.2-py3-none-any.whl", hash = "sha256:56fbe92472e3b323ab7beaf2dc8437d48066ac21aa9c2c17ac40d2b6f7b4c414"},
-    {file = "dask-2024.4.2.tar.gz", hash = "sha256:3d7a516468d96e72581b84c7bb00172366f30d24c689ea4e9bd1334ab6d98f8a"},
+    {file = "dask-2024.5.2-py3-none-any.whl", hash = "sha256:acc2cfe41d9e0151c216ac40396dbe34df13bc3d8c51dfece190349e4f2243af"},
+    {file = "dask-2024.5.2.tar.gz", hash = "sha256:5c9722c44d0195e78b6e54197aa3302e6fcaaac2310fd3014560bcb86253dcb3"},
 ]
 
 [package.dependencies]
 click = ">=8.1"
 cloudpickle = ">=1.5.0"
-distributed = {version = "2024.4.2", optional = true, markers = "extra == \"distributed\""}
+distributed = {version = "2024.5.2", optional = true, markers = "extra == \"distributed\""}
 fsspec = ">=2021.09.0"
 importlib-metadata = {version = ">=4.13.0", markers = "python_version < \"3.12\""}
 packaging = ">=20.0"
@@ -974,20 +933,20 @@ toolz = ">=0.10.0"
 [package.extras]
 array = ["numpy (>=1.21)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)", "pyarrow-hotfix"]
-dataframe = ["dask-expr (>=1.0,<1.1)", "dask[array]", "pandas (>=1.3)"]
+dataframe = ["dask-expr (>=1.1,<1.2)", "dask[array]", "pandas (>=1.3)"]
 diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2024.4.2)"]
+distributed = ["distributed (==2024.5.2)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
 name = "dask-kubernetes"
-version = "2024.4.2"
+version = "2024.5.0"
 description = "Native Kubernetes integration for Dask"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "dask-kubernetes-2024.4.2.tar.gz", hash = "sha256:2b88cb401bc2e59ce92a41dafe2d1247e990b83cfcf50ac848f58482abcef3b6"},
-    {file = "dask_kubernetes-2024.4.2-py3-none-any.whl", hash = "sha256:2b848e07bd05da4e63a0312e13d8f4d43c9309aad175aced873dffc299348e74"},
+    {file = "dask_kubernetes-2024.5.0-py3-none-any.whl", hash = "sha256:d66a9ecf18923fa428ebab6630f005e2678dc4c484ec06e0df187d3e777a860c"},
+    {file = "dask_kubernetes-2024.5.0.tar.gz", hash = "sha256:2f41283e493cc088828d01ebd870a6f7112e50a539edc24012725cea9ed9ea9c"},
 ]
 
 [package.dependencies]
@@ -1017,59 +976,106 @@ packaging = ">=17.0"
 pandas = ">=0.24.2"
 pyarrow = ">=3.0.0"
 
+[[package]]
+name = "dbt-adapters"
+version = "1.2.1"
+description = "The set of adapter protocols and base functionality that supports integration with dbt-core"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "dbt_adapters-1.2.1-py3-none-any.whl", hash = "sha256:0f78a4cab153bf0cc4f02cbfb013b65149c9107f5ccc4132386e733a2a1ef39f"},
+    {file = "dbt_adapters-1.2.1.tar.gz", hash = "sha256:78c785ea783670f65c7351eac768960fd5263b8e37cb3377b980743e8433ace3"},
+]
+
+[package.dependencies]
+agate = ">=1.0,<2.0"
+dbt-common = "<2.0"
+mashumaro = {version = ">=3.0,<4.0", extras = ["msgpack"]}
+protobuf = ">=3.0,<5.0"
+pytz = ">=2015.7"
+typing-extensions = ">=4.0,<5.0"
+
 [[package]]
 name = "dbt-bigquery"
-version = "1.7.6"
+version = "1.8.1"
 description = "The Bigquery adapter plugin for dbt"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dbt-bigquery-1.7.6.tar.gz", hash = "sha256:716006507eed0719860b8ceb3ef5367f7e36c007fa3113b28e0fb34e0c46ca48"},
-    {file = "dbt_bigquery-1.7.6-py3-none-any.whl", hash = "sha256:ef3bfc9531f94c36681ec496fc75d16f473a67777e4fe55fcf8fad37eeef72bc"},
+    {file = "dbt_bigquery-1.8.1-py3-none-any.whl", hash = "sha256:2395a9966d272a8200812c415601e38ae0327cf1a2570dca5de8ddd5b97b9e16"},
+    {file = "dbt_bigquery-1.8.1.tar.gz", hash = "sha256:66560675abe37aaa387f878c4c5a7cf6add6c5e2002e7b2903330caeca729570"},
 ]
 
 [package.dependencies]
-dbt-core = ">=1.7.0,<1.8.0"
+dbt-adapters = ">=1.1.1,<2.0"
+dbt-common = ">=1.0.4,<2.0"
+dbt-core = ">=1.8.0"
 google-api-core = ">=2.11.0"
-google-cloud-bigquery = ">=3.0,<4.0"
+google-cloud-bigquery = {version = ">=3.0,<4.0", extras = ["pandas"]}
 google-cloud-dataproc = ">=5.0,<6.0"
 google-cloud-storage = ">=2.4,<3.0"
 
 [[package]]
-name = "dbt-core"
-version = "1.7.9"
-description = "With dbt, data analysts and engineers can build analytics the way engineers build applications."
+name = "dbt-common"
+version = "1.3.0"
+description = "The shared common utilities that dbt-core and adapter implementations use"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dbt-core-1.7.9.tar.gz", hash = "sha256:2a4e9a57fb64d9daa722bd7c6251beb7ac926b00615436bc91091fa2911b5588"},
-    {file = "dbt_core-1.7.9-py3-none-any.whl", hash = "sha256:3d4164c07c41c290af59e7a5d4fb0517a0ab0d472633750ee5838c05a01bb651"},
+    {file = "dbt_common-1.3.0-py3-none-any.whl", hash = "sha256:327ea3572c605ef9b874138285a8099e92d5d5ec91f2c8dd7e188b6d76f9463c"},
+    {file = "dbt_common-1.3.0.tar.gz", hash = "sha256:489ecba5c75fffde9c6b36f8d561a392d159fd84ed4f01e13bd37b3b57f84657"},
 ]
 
 [package.dependencies]
-agate = ">=1.7.0,<1.8.0"
-cffi = ">=1.9,<2.0.0"
-click = ">=8.0.2,<9"
+agate = ">=1.7.0,<1.10"
 colorama = ">=0.3.9,<0.5"
-dbt-extractor = ">=0.5.0,<0.6.0"
-dbt-semantic-interfaces = ">=0.4.2,<0.5.0"
-idna = ">=2.5,<4"
 isodate = ">=0.6,<0.7"
+jinja2 = ">=3.1.3,<4"
+jsonschema = ">=4.0,<5.0"
+mashumaro = {version = ">=3.9,<4.0", extras = ["msgpack"]}
+pathspec = ">=0.9,<0.13"
+protobuf = ">=4.0.0,<5.0.0"
+python-dateutil = ">=2.0,<3.0"
+requests = "<3.0.0"
+typing-extensions = ">=4.4,<5.0"
+
+[package.extras]
+build = ["check-wheel-contents", "twine", "wheel"]
+lint = ["black (>=23.3,<24.0)", "flake8", "flake8-docstrings", "flake8-pyproject", "mypy (>=1.3,<2.0)", "pytest (>=7.3,<8.0)", "types-jinja2 (>=2.11,<3.0)", "types-jsonschema (>=4.17,<5.0)", "types-protobuf (>=4.24,<5.0)", "types-python-dateutil (>=2.8,<3.0)", "types-pyyaml (>=6.0,<7.0)", "types-requests"]
+test = ["hypothesis (>=6.87,<7.0)", "pytest (>=7.3,<8.0)", "pytest-cov (>=4.1,<5.0)", "pytest-mock", "pytest-xdist (>=3.2,<4.0)"]
+
+[[package]]
+name = "dbt-core"
+version = "1.8.2"
+description = "With dbt, data analysts and engineers can build analytics the way engineers build applications."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "dbt_core-1.8.2-py3-none-any.whl", hash = "sha256:09a09a7c2a5febfe618d162ea996b0207b58c31d30671d589492947ed2b87e9d"},
+    {file = "dbt_core-1.8.2.tar.gz", hash = "sha256:a9da3c8a8a3fe76730757c5795208bdba26e1a4c42536e2c1d339811a624c2bb"},
+]
+
+[package.dependencies]
+agate = ">=1.7.0,<1.10"
+click = ">=8.0.2,<9.0"
+daff = ">=1.3.46"
+dbt-adapters = ">=1.1.1,<2.0"
+dbt-common = ">=1.0.4,<2.0"
+dbt-extractor = ">=0.5.0,<=0.6"
+dbt-semantic-interfaces = ">=0.5.1,<0.6"
 Jinja2 = ">=3.1.3,<4"
-jsonschema = ">=3.0"
 logbook = ">=1.5,<1.6"
 mashumaro = {version = ">=3.9,<4.0", extras = ["msgpack"]}
-minimal-snowplow-tracker = ">=0.0.2,<0.1.0"
-networkx = ">=2.3,<4"
+minimal-snowplow-tracker = ">=0.0.2,<0.1"
+networkx = ">=2.3,<4.0"
 packaging = ">20.9"
-pathspec = ">=0.9,<0.12"
-protobuf = ">=4.0.0"
+pathspec = ">=0.9,<0.13"
+protobuf = ">=4.0.0,<5"
 pytz = ">=2015.7"
 pyyaml = ">=6.0"
 requests = "<3.0.0"
-sqlparse = ">=0.2.3,<0.5"
-typing-extensions = ">=3.7.4"
-urllib3 = ">=1.0,<2.0"
+sqlparse = ">=0.5.0,<0.6.0"
+typing-extensions = ">=4.4"
 
 [[package]]
 name = "dbt-extractor"
@@ -1098,25 +1104,25 @@ files = [
 
 [[package]]
 name = "dbt-semantic-interfaces"
-version = "0.4.4"
+version = "0.5.1"
 description = "The shared semantic layer definitions that dbt-core and MetricFlow use"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dbt_semantic_interfaces-0.4.4-py3-none-any.whl", hash = "sha256:0149a4fd7fd4f25309edf5f856410536eaf2019f29dad58967dcf6d0625e6914"},
-    {file = "dbt_semantic_interfaces-0.4.4.tar.gz", hash = "sha256:3b8126deb964c03d14e8af1cb4bdfb9f20c53dfcef28fa3a0bc158a8312e4070"},
+    {file = "dbt_semantic_interfaces-0.5.1-py3-none-any.whl", hash = "sha256:b95ff3a6721dc30f6278cb84933d95e0ef27766e67eeb6bb41906242e77f7c9b"},
+    {file = "dbt_semantic_interfaces-0.5.1.tar.gz", hash = "sha256:3a497abef1ba8112affdf804b26bfdcd5468ed95cc924b509068e18d371c7c4d"},
 ]
 
 [package.dependencies]
 click = ">=7.0,<9.0"
-importlib-metadata = ">=6.0,<7.0"
-jinja2 = ">=3.0,<4.0"
-jsonschema = ">=4.0,<5.0"
+importlib-metadata = ">=6.0,<7"
+jinja2 = ">=3.1.3,<4"
+jsonschema = ">=4.0,<5"
 more-itertools = ">=8.0,<11.0"
 pydantic = ">=1.10,<3"
-python-dateutil = ">=2.0,<3.0"
-pyyaml = ">=6.0,<7.0"
-typing-extensions = ">=4.4,<5.0"
+python-dateutil = ">=2.0,<3"
+pyyaml = ">=6.0,<7"
+typing-extensions = ">=4.4,<5"
 
 [[package]]
 name = "decorator"
@@ -1131,13 +1137,13 @@ files = [
 
 [[package]]
 name = "diff-cover"
-version = "8.0.3"
+version = "9.0.0"
 description = "Run coverage and linting reports on diffs"
 optional = false
-python-versions = ">=3.8.10,<4.0.0"
+python-versions = "<4.0.0,>=3.8.10"
 files = [
-    {file = "diff_cover-8.0.3-py3-none-any.whl", hash = "sha256:5c2f54ebb3f4afaf2e07d3209c470722bac859a15914abe478e5b82240521b44"},
-    {file = "diff_cover-8.0.3.tar.gz", hash = "sha256:393565ca8668ae1e0e38e4e132b51cf028086fb06a7a7d9479deb5023e2f68d4"},
+    {file = "diff_cover-9.0.0-py3-none-any.whl", hash = "sha256:31b308259b79e2cab5f30aff499a3ea3ba9475f0d495d82ba9b6caa7487bca03"},
+    {file = "diff_cover-9.0.0.tar.gz", hash = "sha256:1dc851d3f3f320c048d03618e4c0d9861fa4a1506b425d2d09a564b20c95674a"},
 ]
 
 [package.dependencies]
@@ -1151,19 +1157,19 @@ toml = ["tomli (>=1.2.1)"]
 
 [[package]]
 name = "distributed"
-version = "2024.4.2"
+version = "2024.5.2"
 description = "Distributed scheduler for Dask"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "distributed-2024.4.2-py3-none-any.whl", hash = "sha256:801d3b5e5fe5273d0da335db527a12568ee9ad3368eba6a735bb852cf6753dac"},
-    {file = "distributed-2024.4.2.tar.gz", hash = "sha256:58e86c407f499b782ecc62b712723d05265c7e8c76ee870b1c3c32e4dfcf1893"},
+    {file = "distributed-2024.5.2-py3-none-any.whl", hash = "sha256:c0fd59d5c34179d9c9b5dc5acb42a00a06d163107b79f66c2dc73e9479a92286"},
+    {file = "distributed-2024.5.2.tar.gz", hash = "sha256:4cee41093e98340d04d9254012c7d521065f64b3f33546dd0b02b00becb41e21"},
 ]
 
 [package.dependencies]
 click = ">=8.0"
 cloudpickle = ">=1.5.0"
-dask = "2024.4.2"
+dask = "2024.5.2"
 jinja2 = ">=2.10.3"
 locket = ">=1.0.0"
 msgpack = ">=1.0.0"
@@ -1190,85 +1196,69 @@ files = [
 
 [[package]]
 name = "duckdb"
-version = "0.10.2"
+version = "0.10.3"
 description = "DuckDB in-process database"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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-files = []
-develop = true
-
-[package.dependencies]
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-[package.source]
-type = "directory"
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+]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.0"
+version = "1.2.1"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -1392,13 +1382,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.3.1"
+version = "2024.6.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1406,7 +1396,8 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -1423,17 +1414,20 @@ s3 = ["s3fs"]
 sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
 [[package]]
 name = "google-api-core"
-version = "2.17.1"
+version = "2.19.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google-api-core-2.19.0.tar.gz", hash = "sha256:cf1b7c2694047886d2af1128a03ae99e391108a08804f87cfd35970e49c9cd10"},
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 ]
 
 [package.dependencies]
@@ -1441,6 +1435,7 @@ google-auth = ">=2.14.1,<3.0.dev0"
 googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}
 grpcio-status = {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}
+proto-plus = ">=1.22.3,<2.0.0dev"
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
 requests = ">=2.18.0,<3.0.0.dev0"
 
@@ -1451,31 +1446,31 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "2.121.0"
+version = "2.133.0"
 description = "Google API Client Library for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google-api-python-client-2.133.0.tar.gz", hash = "sha256:293092905b66a046d3187a99ac454e12b00cc2c70444f26eb2f1f9c1a82720b4"},
+    {file = "google_api_python_client-2.133.0-py2.py3-none-any.whl", hash = "sha256:396fe676ea0dfed066654dcf9f8dea77a1342f9d9bb23bb88e45b7b81e773926"},
 ]
 
 [package.dependencies]
 google-api-core = ">=1.31.5,<2.0.dev0 || >2.3.0,<3.0.0.dev0"
-google-auth = ">=1.19.0,<3.0.0.dev0"
-google-auth-httplib2 = ">=0.1.0"
-httplib2 = ">=0.15.0,<1.dev0"
+google-auth = ">=1.32.0,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0.dev0"
+google-auth-httplib2 = ">=0.2.0,<1.0.0"
+httplib2 = ">=0.19.0,<1.dev0"
 uritemplate = ">=3.0.1,<5"
 
 [[package]]
 name = "google-auth"
-version = "2.28.2"
+version = "2.30.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-auth-2.28.2.tar.gz", hash = "sha256:80b8b4969aa9ed5938c7828308f20f035bc79f9d8fb8120bf9dc8db20b41ba30"},
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+    {file = "google-auth-2.30.0.tar.gz", hash = "sha256:ab630a1320f6720909ad76a7dbdb6841cdf5c66b328d690027e4867bdfb16688"},
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 ]
 
 [package.dependencies]
@@ -1507,21 +1502,24 @@ httplib2 = ">=0.19.0"
 
 [[package]]
 name = "google-cloud-bigquery"
-version = "3.19.0"
+version = "3.24.0"
 description = "Google BigQuery API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google-cloud-bigquery-3.24.0.tar.gz", hash = "sha256:e95e6f6e0aa32e6c453d44e2b3298931fdd7947c309ea329a31b6ff1f939e17e"},
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 ]
 
 [package.dependencies]
+db-dtypes = {version = ">=0.3.0,<2.0.0dev", optional = true, markers = "extra == \"pandas\""}
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
 google-auth = ">=2.14.1,<3.0.0dev"
 google-cloud-core = ">=1.6.0,<3.0.0dev"
 google-resumable-media = ">=0.6.0,<3.0dev"
 packaging = ">=20.0.0"
+pandas = {version = ">=1.1.0", optional = true, markers = "extra == \"pandas\""}
+pyarrow = {version = ">=3.0.0", optional = true, markers = "extra == \"pandas\""}
 python-dateutil = ">=2.7.2,<3.0dev"
 requests = ">=2.21.0,<3.0.0dev"
 
@@ -1627,13 +1625,13 @@ protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4
 
 [[package]]
 name = "google-cloud-storage"
-version = "2.15.0"
+version = "2.17.0"
 description = "Google Cloud Storage API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1729,13 +1727,13 @@ testing = ["pytest"]
 
 [[package]]
 name = "google-resumable-media"
-version = "2.7.0"
+version = "2.7.1"
 description = "Utilities for Google Media Downloads and Resumable Uploads"
 optional = false
-python-versions = ">= 3.7"
+python-versions = ">=3.7"
 files = [
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+    {file = "google-resumable-media-2.7.1.tar.gz", hash = "sha256:eae451a7b2e2cdbaaa0fd2eb00cc8a1ee5e95e16b55597359cbc3d27d7d90e33"},
+    {file = "google_resumable_media-2.7.1-py2.py3-none-any.whl", hash = "sha256:103ebc4ba331ab1bfdac0250f8033627a2cd7cde09e7ccff9181e31ba4315b2c"},
 ]
 
 [package.dependencies]
@@ -1747,18 +1745,18 @@ requests = ["requests (>=2.18.0,<3.0.0dev)"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.63.0"
+version = "1.63.1"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 grpcio = {version = ">=1.44.0,<2.0.0.dev0", optional = true, markers = "extra == \"grpc\""}
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
 
 [package.extras]
 grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
@@ -1927,169 +1925,93 @@ protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4
 
 [[package]]
 name = "grpcio"
-version = "1.62.0"
+version = "1.64.1"
 description = "HTTP/2-based RPC framework"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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-]
-
-[package.dependencies]
-grpcio = ">=1.62.0"
-protobuf = ">=4.21.6,<5.0dev"
-setuptools = "*"
-
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -2241,13 +2163,13 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve
 
 [[package]]
 name = "idna"
-version = "3.6"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
-    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
 [[package]]
@@ -2282,13 +2204,13 @@ files = [
 
 [[package]]
 name = "ipython"
-version = "8.22.2"
+version = "8.25.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.22.2-py3-none-any.whl", hash = "sha256:3c86f284c8f3d8f2b6c662f885c4889a91df7cd52056fd02b7d8d6195d7f56e9"},
-    {file = "ipython-8.22.2.tar.gz", hash = "sha256:2dcaad9049f9056f1fef63514f176c7d41f930daa78d05b82a176202818f2c14"},
+    {file = "ipython-8.25.0-py3-none-any.whl", hash = "sha256:53eee7ad44df903a06655871cbab66d156a051fd86f3ec6750470ac9604ac1ab"},
+    {file = "ipython-8.25.0.tar.gz", hash = "sha256:c6ed726a140b6e725b911528f80439c534fac915246af3efc39440a6b0f9d716"},
 ]
 
 [package.dependencies]
@@ -2301,18 +2223,20 @@ prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5.13.0"
+typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
-all = ["ipython[black,doc,kernel,nbconvert,nbformat,notebook,parallel,qtconsole,terminal]", "ipython[test,test-extra]"]
+all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "stack-data", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing-extensions"]
 kernel = ["ipykernel"]
+matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "testpath"]
+test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
@@ -2361,13 +2285,13 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.3"
+version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
-    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
 ]
 
 [package.dependencies]
@@ -2392,13 +2316,13 @@ Jinja2 = ">=2.10"
 
 [[package]]
 name = "jsonschema"
-version = "4.21.1"
+version = "4.22.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
-    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
+    {file = "jsonschema-4.22.0-py3-none-any.whl", hash = "sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"},
+    {file = "jsonschema-4.22.0.tar.gz", hash = "sha256:5b22d434a45935119af990552c862e5d6d564e8f6601206b305a61fdf661a2b7"},
 ]
 
 [package.dependencies]
@@ -2454,13 +2378,13 @@ uvloop = ["uvloop", "uvloop (>=0.18.0)"]
 
 [[package]]
 name = "kr8s"
-version = "0.14.3"
+version = "0.14.6"
 description = "A Kubernetes API library"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "kr8s-0.14.3-py3-none-any.whl", hash = "sha256:6f653cf73bf775d3e596a13f10a021dffa3de6c96b5fdb3c6b674a726e920adb"},
-    {file = "kr8s-0.14.3.tar.gz", hash = "sha256:79487da3547374e31e7f882aeff26c95285b77bd9ed2716d895ff0bf18896bae"},
+    {file = "kr8s-0.14.6-py3-none-any.whl", hash = "sha256:e9d3a82944bc27d629c792c213d5398d673f3605740a2e0cd7f82dfda1f09071"},
+    {file = "kr8s-0.14.6.tar.gz", hash = "sha256:f8b19235c297531b735720897b823291d42960f19e9d17126798c20446eee238"},
 ]
 
 [package.dependencies]
@@ -2469,7 +2393,7 @@ asyncache = ">=0.3.1"
 cryptography = ">=35"
 exceptiongroup = {version = ">=1.2.0", markers = "python_version < \"3.12\""}
 httpx = ">=0.24.1"
-httpx-ws = ">=0.5.1"
+httpx-ws = ">=0.5.2"
 python-box = ">=7.0.1"
 python-jsonpath = ">=0.7.1"
 pyyaml = ">=6.0"
@@ -2480,13 +2404,13 @@ test = ["kubernetes (>=26.1.0)", "kubernetes-asyncio (>=24.2.3)", "kubernetes-va
 
 [[package]]
 name = "kubernetes"
-version = "29.0.0"
+version = "30.1.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "kubernetes-29.0.0-py2.py3-none-any.whl", hash = "sha256:ab8cb0e0576ccdfb71886366efb102c6a20f268d817be065ce7f9909c631e43e"},
-    {file = "kubernetes-29.0.0.tar.gz", hash = "sha256:c4812e227ae74d07d53c88293e564e54b850452715a59a927e7e1bc6b9a60459"},
+    {file = "kubernetes-30.1.0-py2.py3-none-any.whl", hash = "sha256:e212e8b7579031dd2e512168b617373bc1e03888d41ac4e04039240a292d478d"},
+    {file = "kubernetes-30.1.0.tar.gz", hash = "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc"},
 ]
 
 [package.dependencies]
@@ -2506,13 +2430,13 @@ adal = ["adal (>=1.0.2)"]
 
 [[package]]
 name = "kubernetes-asyncio"
-version = "29.0.0"
+version = "30.1.0"
 description = "Kubernetes asynchronous python client"
 optional = false
 python-versions = "*"
 files = [
-    {file = "kubernetes_asyncio-29.0.0-py3-none-any.whl", hash = "sha256:9dd911260e89d984479f23b1000b8713d35b68fbd92873473449b5558da1a3f4"},
-    {file = "kubernetes_asyncio-29.0.0.tar.gz", hash = "sha256:99ff1fea4df062adb7a6e48962ad2504459165ffd7542013bc3d72d9ab3817be"},
+    {file = "kubernetes_asyncio-30.1.0-py3-none-any.whl", hash = "sha256:bad37e5de8e2978196d91e818c8800e779bdf19e0266a172c3bd31ecf9a52373"},
+    {file = "kubernetes_asyncio-30.1.0.tar.gz", hash = "sha256:bf632631e5716dcfca289dc1f37f882c5e2198c4d223ac168a5cd85f3d481ba8"},
 ]
 
 [package.dependencies]
@@ -2650,13 +2574,13 @@ tests = ["psutil", "pytest (!=3.3.0)", "pytest-cov"]
 
 [[package]]
 name = "mako"
-version = "1.3.3"
+version = "1.3.5"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Mako-1.3.3-py3-none-any.whl", hash = "sha256:5324b88089a8978bf76d1629774fcc2f1c07b82acdf00f4c5dd8ceadfffc4b40"},
-    {file = "Mako-1.3.3.tar.gz", hash = "sha256:e16c01d9ab9c11f7290eef1cfefc093fb5a45ee4a3da09e2fec2e4d1bae54e73"},
+    {file = "Mako-1.3.5-py3-none-any.whl", hash = "sha256:260f1dbc3a519453a9c856dedfe4beb4e50bd5a26d96386cb6c80856556bb91a"},
+    {file = "Mako-1.3.5.tar.gz", hash = "sha256:48dbc20568c1d276a2698b36d968fa76161bf127194907ea6fc594fa81f943bc"},
 ]
 
 [package.dependencies]
@@ -2764,13 +2688,13 @@ files = [
 
 [[package]]
 name = "mashumaro"
-version = "3.12"
+version = "3.13"
 description = "Fast and well tested serialization library"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mashumaro-3.12-py3-none-any.whl", hash = "sha256:bc4ab7ecaca106fcde706d77cef22816149285a10727b88141599855d4603e2f"},
-    {file = "mashumaro-3.12.tar.gz", hash = "sha256:bb4ff10aee689edff24f6ff369843e1a826193d396b449b86ef58489bfe40c83"},
+    {file = "mashumaro-3.13-py3-none-any.whl", hash = "sha256:59457aebb90e85b8b195e5ccc2d46b608f2709bedb679f9d19a952f9bb1fb6ec"},
+    {file = "mashumaro-3.13.tar.gz", hash = "sha256:636c31afe39d991efe4cad269fef0c8ba408d87581118784d2a47924c2073faa"},
 ]
 
 [package.dependencies]
@@ -2785,13 +2709,13 @@ yaml = ["pyyaml (>=3.13)"]
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.6"
+version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
-    {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"},
-    {file = "matplotlib_inline-0.1.6-py3-none-any.whl", hash = "sha256:f1f41aab5328aa5aaea9b16d083b128102f8712542f819fe7e6a420ff581b311"},
+    {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
+    {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
 ]
 
 [package.dependencies]
@@ -2799,13 +2723,13 @@ traitlets = "*"
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.4.0"
+version = "0.4.1"
 description = "Collection of plugins for markdown-it-py"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mdit_py_plugins-0.4.0-py3-none-any.whl", hash = "sha256:b51b3bb70691f57f974e257e367107857a93b36f322a9e6d44ca5bf28ec2def9"},
-    {file = "mdit_py_plugins-0.4.0.tar.gz", hash = "sha256:d8ab27e9aed6c38aa716819fedfde15ca275715955f8a185a8e1cf90fb1d2c1b"},
+    {file = "mdit_py_plugins-0.4.1-py3-none-any.whl", hash = "sha256:1020dfe4e6bfc2c79fb49ae4e3f5b297f5ccd20f010187acc52af2921e27dc6a"},
+    {file = "mdit_py_plugins-0.4.1.tar.gz", hash = "sha256:834b8ac23d1cd60cec703646ffd22ae97b7955a6d596eb1d304be1e251ae499c"},
 ]
 
 [package.dependencies]
@@ -2843,13 +2767,13 @@ six = ">=1.9.0,<2.0"
 
 [[package]]
 name = "more-itertools"
-version = "10.2.0"
+version = "10.3.0"
 description = "More routines for operating on iterables, beyond itertools"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "more-itertools-10.2.0.tar.gz", hash = "sha256:8fccb480c43d3e99a00087634c06dd02b0d50fbf088b380de5a41a015ec239e1"},
-    {file = "more_itertools-10.2.0-py3-none-any.whl", hash = "sha256:686b06abe565edfab151cb8fd385a05651e1fdf8f0a14191e4439283421f8684"},
+    {file = "more-itertools-10.3.0.tar.gz", hash = "sha256:e5d93ef411224fbcef366a6e8ddc4c5781bc6359d43412a65dd5964e46111463"},
+    {file = "more_itertools-10.3.0-py3-none-any.whl", hash = "sha256:ea6a02e24a9161e51faad17a8782b92a0df82c12c1c8886fec7f0c3fa1a1b320"},
 ]
 
 [[package]]
@@ -3029,20 +2953,20 @@ files = [
 
 [[package]]
 name = "networkx"
-version = "3.2.1"
+version = "3.3"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
-    {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
-    {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
+    {file = "networkx-3.3-py3-none-any.whl", hash = "sha256:28575580c6ebdaf4505b22c6256a2b9de86b316dc63ba9e93abde3d78dfdbcf2"},
+    {file = "networkx-3.3.tar.gz", hash = "sha256:0c127d8b2f4865f59ae9cb8aafcd60b5c70f3241ebd66f7defad7c4ab90126c9"},
 ]
 
 [package.extras]
-default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
-developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
-doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
-extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
+default = ["matplotlib (>=3.6)", "numpy (>=1.23)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
+developer = ["changelist (==0.5)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
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 [package.dependencies]
 numpy = [
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-    {version = ">=1.26.0,<2", markers = "python_version >= \"3.12\""},
+    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -3280,28 +3199,28 @@ files = [
 
 [[package]]
 name = "parso"
-version = "0.8.3"
+version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["docopt", "pytest (<6.0.0)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["docopt", "pytest"]
 
 [[package]]
 name = "partd"
-version = "1.4.1"
+version = "1.4.2"
 description = "Appendable key-value storage"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3309,17 +3228,17 @@ locket = "*"
 toolz = "*"
 
 [package.extras]
-complete = ["blosc", "numpy (>=1.9.0)", "pandas (>=0.19.0)", "pyzmq"]
+complete = ["blosc", "numpy (>=1.20.0)", "pandas (>=1.3)", "pyzmq"]
 
 [[package]]
 name = "pathspec"
-version = "0.11.2"
+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -3437,43 +3356,44 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pg8000"
-version = "1.30.5"
+version = "1.31.2"
 description = "PostgreSQL interface library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 python-dateutil = ">=2.8.2"
-scramp = ">=1.4.4"
+scramp = ">=1.4.5"
 
 [[package]]
 name = "platformdirs"
-version = "4.2.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.2"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
-version = "1.4.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -3482,22 +3402,22 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "polars"
-version = "0.20.23"
+version = "0.20.31"
 description = "Blazingly fast DataFrame library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
 adbc = ["adbc-driver-manager", "adbc-driver-sqlite"]
-all = ["polars[adbc,async,cloudpickle,connectorx,deltalake,fastexcel,fsspec,gevent,numpy,pandas,plot,pyarrow,pydantic,pyiceberg,sqlalchemy,timezone,xlsx2csv,xlsxwriter]"]
+all = ["polars[adbc,async,cloudpickle,connectorx,deltalake,fastexcel,fsspec,gevent,iceberg,numpy,pandas,plot,pyarrow,pydantic,sqlalchemy,timezone,xlsx2csv,xlsxwriter]"]
 async = ["nest-asyncio"]
 cloudpickle = ["cloudpickle"]
 connectorx = ["connectorx (>=0.3.2)"]
@@ -3505,6 +3425,7 @@ deltalake = ["deltalake (>=0.15.0)"]
 fastexcel = ["fastexcel (>=0.9)"]
 fsspec = ["fsspec"]
 gevent = ["gevent"]
+iceberg = ["pyiceberg (>=0.5.0)"]
 matplotlib = ["matplotlib"]
 numpy = ["numpy (>=1.16.0)"]
 openpyxl = ["openpyxl (>=3.0.0)"]
@@ -3512,7 +3433,6 @@ pandas = ["pandas", "pyarrow (>=7.0.0)"]
 plot = ["hvplot (>=0.9.1)"]
 pyarrow = ["pyarrow (>=7.0.0)"]
 pydantic = ["pydantic"]
-pyiceberg = ["pyiceberg (>=0.5.0)"]
 pyxlsb = ["pyxlsb (>=1.0)"]
 sqlalchemy = ["pandas", "sqlalchemy"]
 timezone = ["backports-zoneinfo", "tzdata"]
@@ -3521,13 +3441,13 @@ xlsxwriter = ["xlsxwriter"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -3706,102 +3626,102 @@ tests = ["pytest"]
 
 [[package]]
 name = "pyarrow"
-version = "15.0.0"
+version = "16.1.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.8"
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@@ -3900,17 +3820,16 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pygments"
-version = "2.17.2"
+version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
-python-versions = ">=3.7"
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 windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
@@ -3960,23 +3879,23 @@ files = [
 
 [[package]]
 name = "pytest"
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+version = "8.2.2"
 description = "pytest: simple powerful testing with Python"
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 python-versions = ">=3.8"
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 [package.dependencies]
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 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.3.0,<2.0"
+pluggy = ">=1.5,<2.0"
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-box"
@@ -4012,13 +3931,13 @@ yaml = ["ruamel.yaml (>=0.17)"]
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.2"
+version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -4090,13 +4009,13 @@ files = [
 
 [[package]]
 name = "pytz"
-version = "2023.4"
+version = "2024.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -4184,13 +4103,13 @@ files = [
 
 [[package]]
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+version = "0.35.1"
 description = "JSON Referencing + Python"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -4800,107 +4704,106 @@ sqlfluff = "2.3.5"
 
 [[package]]
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 description = "An easily customizable SQL parser and transpiler"
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
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 [package.extras]
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 [[package]]
 name = "sqlparse"
-version = "0.4.4"
+version = "0.5.0"
 description = "A non-validating SQL parser."
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
-dev = ["build", "flake8"]
+dev = ["build", "hatch"]
 doc = ["sphinx"]
-test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "stack-data"
@@ -4940,17 +4843,17 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 
 [[package]]
 name = "structlog"
-version = "23.3.0"
+version = "24.2.0"
 description = "Structured Logging for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
-dev = ["structlog[tests,typing]"]
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 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-mermaid", "sphinxext-opengraph", "twisted"]
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 typing = ["mypy (>=1.4)", "rich", "twisted"]
@@ -5045,33 +4948,33 @@ files = [
 
 [[package]]
 name = "tornado"
-version = "6.4"
+version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
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 ]
 
 [[package]]
 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -5085,18 +4988,18 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.1"
+version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<7.5)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "typer"
@@ -5128,24 +5031,24 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.10.0"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "tzdata"
-version = "2023.4"
+version = "2024.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
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+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
 ]
 
 [[package]]
@@ -5193,29 +5096,30 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "1.26.18"
+version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.8"
 files = [
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 python-versions = ">=3.8"
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 [package.dependencies]
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 python-versions = ">=3.8"
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 [package.extras]
@@ -5319,86 +5226,86 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "watchfiles"
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+version = "0.22.0"
 description = "Simple, modern and high performance file watching and code reload in python."
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 python-versions = ">=3.8"
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+    {file = "watchfiles-0.22.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:72a44e9481afc7a5ee3291b09c419abab93b7e9c306c9ef9108cb76728ca58d2"},
+    {file = "watchfiles-0.22.0.tar.gz", hash = "sha256:988e981aaab4f3955209e7e28c7794acdb690be1efa7f16f8ea5aba7ffdadacb"},
 ]
 
 [package.dependencies]
@@ -5642,20 +5549,20 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11,<3.13"
-content-hash = "771a8960fe65329ff361dc66dd8535df2cfdbd57a9925ee8d3c9bc0caa2017ba"
+content-hash = "1e01b312081259219ce28f0581b217764726bce4347e2ed4cb52ef466df57d6f"
diff --git a/pyproject.toml b/pyproject.toml
index 52970f57f..0559d1a00 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,6 @@ packages = [
 
 [tool.poetry.dependencies]
 python = "^3.11,<3.13"
-example-plugin = { path = "warehouse/cloudquery-example-plugin", develop = true }
 google-cloud-bigquery = "^3.17.1"
 pendulum = "^3.0.0"
 google-api-python-client = "^2.116.0"
@@ -40,6 +39,8 @@ arrow = "^1.3.0"
 polars = "^0.20.23"
 requests = "^2.31.0"
 dagster-postgres = "^0.23.6"
+pytest = "^8.2.1"
+dbt-core = "^1.8.2"
 
 
 [tool.poetry.scripts]
diff --git a/warehouse/cloudquery-example-plugin/pyproject.toml b/warehouse/cloudquery-example-plugin/pyproject.toml
index 8c4574f04..05c8aae5e 100644
--- a/warehouse/cloudquery-example-plugin/pyproject.toml
+++ b/warehouse/cloudquery-example-plugin/pyproject.toml
@@ -9,7 +9,7 @@ packages = [{ include = "example_plugin" }]
 
 [tool.poetry.dependencies]
 python = "^3.11"
-cloudquery-plugin-sdk = "^0.1.12"
+cloudquery-plugin-sdk = "^0.1.26"
 
 [tool.poetry.scripts]
 example_plugin = 'example_plugin.serve:run'
diff --git a/warehouse/oso_dagster/assets.py b/warehouse/oso_dagster/assets.py
index ee8836652..539eb73e4 100644
--- a/warehouse/oso_dagster/assets.py
+++ b/warehouse/oso_dagster/assets.py
@@ -115,8 +115,9 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
         schema_overrides=[SchemaField(name="value", field_type="BYTES")],
-        checks=[transactions_checks()],
+        checks=[transactions_checks("opensource-observer.superchain.base_blocks")],
     ),
+    deps=base_blocks.assets,
 )
 
 base_traces = goldsky_asset(
@@ -130,8 +131,9 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         destination_dataset_name="superchain",
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
-        checks=[traces_checks()],
+        checks=[traces_checks("opensource-observer.superchain.base_transactions")],
     ),
+    deps=base_transactions.assets,
 )
 
 frax_blocks = goldsky_asset(
@@ -163,10 +165,11 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
         schema_overrides=[SchemaField(name="value", field_type="BYTES")],
-        checks=[transactions_checks()],
+        checks=[transactions_checks("opensource-observer.superchain.frax_blocks")],
         # uncomment the following value to test
         # max_objects_to_load=1,
     ),
+    deps=frax_blocks.assets,
 )
 
 frax_traces = goldsky_asset(
@@ -180,10 +183,11 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         destination_dataset_name="superchain",
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
-        checks=[traces_checks()],
+        checks=[traces_checks("opensource-observer.superchain.frax_transactions")],
         # uncomment the following value to test
         # max_objects_to_load=1,
     ),
+    deps=frax_transactions.assets,
 )
 
 mode_blocks = goldsky_asset(
@@ -215,10 +219,11 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
         schema_overrides=[SchemaField(name="value", field_type="BYTES")],
-        checks=[transactions_checks()],
+        checks=[transactions_checks("opensource-observer.superchain.mode_blocks")],
         # uncomment the following value to test
         # max_objects_to_load=1,
     ),
+    deps=mode_blocks.assets,
 )
 
 mode_traces = goldsky_asset(
@@ -232,10 +237,11 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         destination_dataset_name="superchain",
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
-        checks=[traces_checks()],
+        checks=[traces_checks("opensource-observer.superchain.mode_transactions")],
         # uncomment the following value to test
         # max_objects_to_load=1,
     ),
+    deps=mode_transactions.assets,
 )
 
 metal_blocks = goldsky_asset(
@@ -265,8 +271,9 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
         schema_overrides=[SchemaField(name="value", field_type="BYTES")],
-        checks=[transactions_checks()],
+        checks=[transactions_checks("opensource-observer.superchain.metal_blocks")],
     ),
+    deps=metal_blocks.assets,
 )
 
 
@@ -281,8 +288,9 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         destination_dataset_name="superchain",
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
-        checks=[traces_checks()],
+        checks=[traces_checks("opensource-observer.superchain.metal_transactions")],
     ),
+    deps=metal_transactions.assets,
 )
 
 optimism_traces = goldsky_asset(
@@ -296,7 +304,12 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         destination_dataset_name="superchain",
         partition_column_name="block_timestamp",
         dedupe_model="optimism_dedupe.sql",
-        checks=[traces_checks()],
+        checks=[
+            traces_checks(
+                "bigquery-public-data.goog_blockchain_optimism_mainnet_us.transactions",
+                transactions_transaction_hash_column_name="transaction_hash",
+            )
+        ],
         # uncomment the following value to test
         # max_objects_to_load=2000,
     ),
@@ -331,10 +344,11 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
         schema_overrides=[SchemaField(name="value", field_type="BYTES")],
-        checks=[transactions_checks()],
+        checks=[transactions_checks("opensource-observer.superchain.pgn_blocks")],
         # uncomment the following value to test
         # max_objects_to_load=1,
     ),
+    deps=pgn_blocks.assets,
 )
 
 pgn_traces = goldsky_asset(
@@ -348,10 +362,11 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         destination_dataset_name="superchain",
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
-        checks=[traces_checks()],
+        checks=[traces_checks("opensource-observer.superchain.pgn_transactions")],
         # uncomment the following value to test
         # max_objects_to_load=1,
     ),
+    deps=pgn_transactions.assets,
 )
 
 zora_blocks = goldsky_asset(
@@ -383,10 +398,11 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
         schema_overrides=[SchemaField(name="value", field_type="BYTES")],
-        checks=[transactions_checks()],
+        checks=[transactions_checks("opensource-observer.superchain.zora_blocks")],
         # uncomment the following value to test
         # max_objects_to_load=1,
     ),
+    deps=zora_blocks.assets,
 )
 
 zora_traces = goldsky_asset(
@@ -400,10 +416,11 @@ def _generated_dbt_assets(context: AssetExecutionContext, **kwargs):
         destination_dataset_name="superchain",
         partition_column_name="block_timestamp",
         partition_column_transform=lambda c: f"TIMESTAMP_SECONDS(`{c}`)",
-        checks=[traces_checks()],
+        checks=[traces_checks("opensource-observer.superchain.zora_transactions")],
         # uncomment the following value to test
         # max_objects_to_load=1,
     ),
+    deps=zora_transactions.assets,
 )
 
 
diff --git a/warehouse/oso_dagster/cbt/__init__.py b/warehouse/oso_dagster/cbt/__init__.py
index 9895d65e0..e2faebc70 100644
--- a/warehouse/oso_dagster/cbt/__init__.py
+++ b/warehouse/oso_dagster/cbt/__init__.py
@@ -3,7 +3,7 @@
 # A poor excuse for a dbt replacement when calling sql as a library
 import os
 import arrow
-from typing import List, Optional
+from typing import List, Optional, Sequence
 from dataclasses import dataclass
 from enum import Enum
 from functools import cache
@@ -18,8 +18,10 @@
 )
 from google.cloud.exceptions import NotFound
 from jinja2 import Environment, FileSystemLoader, select_autoescape, meta
+from sqlglot import expressions as exp
 
-from .bq import BigQueryTableQueryHelper
+from .bq import BigQueryTableQueryHelper, BigQueryConnector
+from .context import DataContext, ContextQuery, Transformation
 
 
 class UpdateStrategy(Enum):
@@ -82,6 +84,29 @@ def query(self, model_file: str, timeout: float = 300, **vars):
             job = client.query(rendered)
             return job.result()
 
+    # we should transition to this instead of using jinja
+    def query_with_sqlglot(
+        self,
+        query: ContextQuery,
+        transformations: Optional[Sequence[Transformation]] = None,
+    ):
+        with self.bigquery.get_client() as client:
+            connector = BigQueryConnector(client)
+            context = DataContext(connector)
+            return context.execute_query(query, transformations)
+
+    def hybrid_query(
+        self,
+        model_file: str,
+        transformations: Optional[Sequence[Transformation]] = None,
+        **vars,
+    ):
+        with self.bigquery.get_client() as client:
+            rendered = self.render_model(model_file, **vars)
+            connector = BigQueryConnector(client)
+            context = DataContext(connector)
+            return context.execute_query(rendered, transformations)
+
     def transform(
         self,
         model_file: str,
diff --git a/warehouse/oso_dagster/cbt/bq.py b/warehouse/oso_dagster/cbt/bq.py
index dd89fe36c..f1bc8ee02 100644
--- a/warehouse/oso_dagster/cbt/bq.py
+++ b/warehouse/oso_dagster/cbt/bq.py
@@ -1,9 +1,12 @@
 # Query tools for bigquery tables
-from typing import List
+from typing import List, Dict, Optional
 from functools import cache
 from dataclasses import dataclass
 
 from google.cloud.bigquery import Client, Table, TableReference
+from google.cloud.bigquery.table import RowIterator
+from sqlglot import expressions as exp
+from .context import Connector, ColumnList
 
 
 class TableLoader:
@@ -110,3 +113,34 @@ def update_columns_with(
             lambda c: f"`{self_prefix}`.`{c}` = `{other_prefix}`.`{c}`", ordered_columns
         )
         return ", ".join(set_columns)
+
+
+class BigQueryConnector(Connector[RowIterator]):
+    dialect = "bigquery"
+
+    def __init__(self, bq: Client):
+        self._bq = bq
+        self._table_columns: Optional[ColumnList] = None
+
+    def get_table_columns(self, table: exp.Table) -> ColumnList:
+        project = table.catalog or self._bq.project
+
+        return self._cached_get_table_columns(project, table.db, table.name)
+
+    @cache
+    def _cached_get_table_columns(
+        self, project: str, dataset: str, table_name: str
+    ) -> ColumnList:
+
+        column_list_query = f"""
+        SELECT column_name, data_type
+        FROM `{project}`.`{dataset}`.INFORMATION_SCHEMA.COLUMNS
+        WHERE table_name = '{table_name}'
+        """
+
+        result = self._bq.query_and_wait(column_list_query)
+        return list(result)
+
+    def execute_expression(self, exp: exp.Expression):
+        query = exp.sql(self.dialect)
+        return self._bq.query_and_wait(query)
diff --git a/warehouse/oso_dagster/cbt/context.py b/warehouse/oso_dagster/cbt/context.py
new file mode 100644
index 000000000..be2ac0096
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/context.py
@@ -0,0 +1,110 @@
+from functools import cache
+from typing import Callable, TypeVar, List, Sequence, Tuple, Optional, cast
+from collections import OrderedDict
+
+import sqlglot as sql
+from sqlglot import expressions as exp
+
+
+T = TypeVar("T")
+ColumnList = List[Tuple[str, str]]
+
+
+class Connector[T]:
+    dialect: str
+
+    def get_table_columns(self, table: exp.Table) -> ColumnList:
+        raise NotImplementedError()
+
+    def execute_expression(self, exp: exp.Expression) -> T:
+        raise NotImplementedError()
+
+
+ContextQuery = Callable[["DataContext"], exp.Expression]
+Transformation = Callable[[ContextQuery], ContextQuery]
+
+
+class Columns:
+    def __init__(self, column_list: ColumnList):
+        self._column_list = column_list
+        self._column_dict = OrderedDict(self._column_list)
+
+    def as_dict(self) -> OrderedDict:
+        return self._column_dict
+
+    def __contains__(self, key):
+        return key in self.as_dict()
+
+    def __iter__(self):
+        for col in self._column_list:
+            yield col
+
+
+class DataContext[T]:
+    def __init__(self, connector: Connector[T]):
+        self._connector = connector
+
+    def get_table_columns(self, table: exp.Table) -> Columns:
+        return self._connector.get_table_columns(table)
+
+    def get_table_columns_from_str(self, table_str: str):
+        table_expr = sql.to_table(
+            table_str,
+            dialect=self._connector.dialect,
+        )
+        return self.get_table_columns(table_expr)
+
+    def transform_query(
+        self,
+        query: ContextQuery | str | exp.Expression,
+        transformations: Optional[Sequence[Transformation]] = None,
+    ):
+        transformations = transformations or []
+        if type(query) == str:
+            query = context_query_from_str(query)
+        elif isinstance(query, exp.Expression):
+            query = context_query_from_expr(query)
+        for transformation in transformations:
+            query = transformation(query)
+        query = cast(ContextQuery, query)
+        return query(self)
+
+    def execute_query(
+        self,
+        query: ContextQuery | str | exp.Expression,
+        transformations: Optional[Sequence[Transformation]] = None,
+    ) -> T:
+        exp = self.transform_query(query, transformations)
+        print(exp.sql())
+        return self._connector.execute_expression(exp)
+
+    # def examine_query(self, query: ContextQuery):
+    #     result = executor.execute(exp, self.schema)
+    #     result.columns
+
+
+def context_query_from_str(s: str) -> ContextQuery:
+    def _context(_ctx: DataContext):
+        return sql.parse_one(s)
+
+    return _context
+
+
+def context_query_from_expr(e: exp.Expression) -> ContextQuery:
+    def _context(_ctx: DataContext):
+        return e
+
+    return _context
+
+
+def wrap_basic_transform(
+    transform: Callable[[exp.Expression], exp.Expression]
+) -> Transformation:
+    def _transform(query: ContextQuery) -> ContextQuery:
+        def _cq(ctx: DataContext):
+            expression = query(ctx)
+            return expression.transform(transform)
+
+        return _cq
+
+    return _transform
diff --git a/warehouse/oso_dagster/cbt/duckdb.py b/warehouse/oso_dagster/cbt/duckdb.py
new file mode 100644
index 000000000..4e08704a5
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/duckdb.py
@@ -0,0 +1,25 @@
+from typing import List, Any
+
+from sqlglot import expressions as exp
+from .context import Connector, ColumnList
+from duckdb import DuckDBPyConnection, DuckDBPyRelation
+
+
+class DuckDbConnector(Connector[DuckDBPyRelation]):
+    dialect = "duckdb"
+
+    def __init__(self, db: DuckDBPyConnection):
+        self._db = db
+
+    def get_table_columns(self, table: exp.Table) -> ColumnList:
+        response = self._db.sql(f"DESCRIBE {table.name}")
+        column_list: ColumnList = []
+        for row in response.fetchall():
+            column_name = row[0]
+            column_type = row[1]
+            column_list.append((column_name, column_type))
+        return column_list
+
+    def execute_expression(self, exp: exp.Expression) -> DuckDBPyRelation:
+        query = exp.sql(self.dialect)
+        return self._db.sql(query)
diff --git a/warehouse/oso_dagster/cbt/macros/__init__.py b/warehouse/oso_dagster/cbt/macros/__init__.py
new file mode 100644
index 000000000..7555b4a6e
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/macros/__init__.py
@@ -0,0 +1,6 @@
+from .time_constrain import *
+from ..context import wrap_basic_transform
+
+
+def context_query_replace_source_tables(*args, **kwargs):
+    return wrap_basic_transform(replace_source_tables(*args, **kwargs))
diff --git a/warehouse/oso_dagster/cbt/macros/test_macros.py b/warehouse/oso_dagster/cbt/macros/test_macros.py
new file mode 100644
index 000000000..d2e52df52
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/macros/test_macros.py
@@ -0,0 +1,109 @@
+import sqlglot as sql
+import arrow
+import duckdb
+import pandas as pd
+import pytest
+from oso_dagster.cbt.context import context_query_from_str, DataContext
+from oso_dagster.cbt.duckdb import DuckDbConnector
+from oso_dagster.cbt.macros.time_constrain import *
+from oso_dagster.utils.testing.duckdb import DuckDbFixture
+
+SELECT_NO_CTE = """
+SELECT *
+FROM time_and_id
+"""
+
+SELECT_WITH_CTE = """
+WITH cte AS (
+    SELECT *
+    FROM time_and_id
+)
+SELECT * FROM cte
+"""
+
+SELECT_WITH_JOIN = """
+SELECT
+  t1.*
+FROM time_and_id t1
+INNER JOIN time_id_and_name t2
+  ON t1.id = t2.id
+"""
+
+
+@pytest.fixture
+def db():
+    fixture = DuckDbFixture.setup(
+        {
+            "time_and_id": [
+                ["time", "id"],
+                [arrow.get("2024-01-01").datetime, 1],
+                [arrow.get("2024-02-01").datetime, 2],
+                [arrow.get("2024-03-01").datetime, 3],
+                [arrow.get("2024-04-01").datetime, 4],
+            ],
+            "time_id_and_name": [
+                ["time", "id", "name"],
+                [arrow.get("2024-01-01").datetime, 1, "alpha"],
+                [arrow.get("2024-02-01").datetime, 2, "bravo"],
+                [arrow.get("2024-03-01").datetime, 3, "charlie"],
+                [arrow.get("2024-04-01").datetime, 4, "delta"],
+            ],
+        }
+    )
+    yield fixture.db
+    fixture.teardown()
+
+
+@pytest.mark.parametrize(
+    "query,time_constrain_args,expected_len",
+    [
+        (
+            SELECT_NO_CTE,
+            dict(start=arrow.get("2024-02-01"), end=arrow.get("2024-04-01")),
+            2,
+        ),
+        (
+            SELECT_WITH_CTE,
+            dict(start=arrow.get("2024-02-01")),
+            3,
+        ),
+    ],
+)
+def test_time_constrain_succeed(
+    db: duckdb.DuckDBPyConnection,
+    query: str,
+    time_constrain_args: dict,
+    expected_len: int,
+):
+    context = DataContext(DuckDbConnector(db))
+    result = context.execute_query(
+        query,
+        [time_constrain("time", **time_constrain_args)],
+    )
+    assert len(result.fetchall()) == expected_len
+
+
+@pytest.mark.parametrize(
+    "query,table_name,time_constrain_args,expected_len",
+    [
+        (
+            SELECT_WITH_JOIN,
+            "time_id_and_name",
+            dict(start=arrow.get("2024-02-01"), end=arrow.get("2024-04-01")),
+            5,
+        ),
+    ],
+)
+def test_time_constrain_table_succeed(
+    db: duckdb.DuckDBPyConnection,
+    query: str,
+    table_name: str,
+    time_constrain_args: dict,
+    expected_len: int,
+):
+    context = DataContext(DuckDbConnector(db))
+    result = context.execute_query(
+        query,
+        [time_constrain_table("time", table_name, **time_constrain_args)],
+    )
+    assert len(result.fetchall()) == expected_len
diff --git a/warehouse/oso_dagster/cbt/macros/time_constrain.py b/warehouse/oso_dagster/cbt/macros/time_constrain.py
new file mode 100644
index 000000000..87528e57d
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/macros/time_constrain.py
@@ -0,0 +1,88 @@
+import random
+import string
+from typing import Optional, cast
+
+import arrow
+import sqlglot as sql
+from sqlglot import expressions as exp
+from sqlglot.optimizer.qualify import qualify
+from ..context import DataContext, ContextQuery, context_query_from_expr
+from ..utils import is_same_source_table, replace_source_tables
+
+
+def time_constrain(
+    time_column: str,
+    start: Optional[arrow.Arrow] = None,
+    end: Optional[arrow.Arrow] = None,
+) -> ContextQuery:
+    """Transforms any query into a time constrained query for the matching tables"""
+
+    def _transform(query: ContextQuery) -> ContextQuery:
+        def _cq(ctx: DataContext) -> exp.Expression:
+            expression = query(ctx)
+            if type(expression) != exp.Select:
+                raise Exception("Can only transform a select statement")
+            expression = cast(exp.Select, expression)
+
+            if start:
+                expression = expression.where(
+                    f"{time_column} >= '{start.format('YYYY-MM-DD')}'"
+                )
+
+            if end:
+                expression = expression.where(
+                    f"{time_column} < '{end.format('YYYY-MM-DD')}'"
+                )
+            return expression
+
+        return _cq
+
+    return _transform
+
+
+def _random_suffix():
+    return "".join(
+        random.choice(string.ascii_lowercase + string.digits) for _ in range(10)
+    )
+
+
+def time_constrain_table(
+    time_column: str,
+    table_name: str,
+    start: Optional[arrow.Arrow] = None,
+    end: Optional[arrow.Arrow] = None,
+):
+    # General strategy is to create a CTE for the table to be constrained and
+    # then replace all occurrences of it
+    def _transform(query: ContextQuery) -> ContextQuery:
+        def _cq(ctx: DataContext):
+            expression = query(ctx)
+
+            assert type(expression) == exp.Select
+
+            # Ensure that everything in this query is qualified
+            expression = cast(exp.Select, qualify(expression))
+
+            table_to_find = sql.to_table(table_name)
+            cte_name = f"generated_{table_to_find.name}_{_random_suffix()}"
+            cte_table_reference = sql.to_table(cte_name)
+
+            expression = expression.transform(
+                replace_source_tables(
+                    table_to_find,
+                    cte_table_reference,
+                )
+            )
+
+            # Add the cte for the table
+            cte_select = sql.select("*").from_(table_to_find)
+            cte_select = ctx.transform_query(
+                cte_select, [time_constrain(time_column, start=start, end=end)]
+            )
+            expression = expression.with_(cte_name, as_=cte_select)
+
+            return expression
+
+        return _cq
+
+    return _transform
diff --git a/warehouse/oso_dagster/cbt/utils/__init__.py b/warehouse/oso_dagster/cbt/utils/__init__.py
new file mode 100644
index 000000000..67463cb57
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/utils/__init__.py
@@ -0,0 +1,2 @@
+from .compare import *
+from .replace import *
diff --git a/warehouse/oso_dagster/cbt/utils/compare.py b/warehouse/oso_dagster/cbt/utils/compare.py
new file mode 100644
index 000000000..446d72b3f
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/utils/compare.py
@@ -0,0 +1,24 @@
+import sqlglot as sql
+from sqlglot.optimizer.qualify import qualify
+from sqlglot.diff import Keep
+from sqlglot import expressions as exp
+
+
+def is_same_identifier(a: exp.Identifier, b: exp.Identifier):
+    return qualify(a) == qualify(b)
+
+
+def is_same_source_table(a: exp.Table, b: exp.Table):
+    return (
+        is_same_identifier(a.catalog, b.catalog)
+        and is_same_identifier(a.this, b.this)
+        and is_same_identifier(a.db, b.db)
+    )
+
+
+def is_same_sql(a: exp.Expression, b: exp.Expression):
+    diff = sql.diff(qualify(a), qualify(b))
+    for section in diff:
+        if type(section) != Keep:
+            return False
+    return True
diff --git a/warehouse/oso_dagster/cbt/utils/replace.py b/warehouse/oso_dagster/cbt/utils/replace.py
new file mode 100644
index 000000000..95085e311
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/utils/replace.py
@@ -0,0 +1,16 @@
+from sqlglot import expressions as exp
+from .compare import is_same_source_table
+
+
+def replace_source_tables(search: exp.Table, replace: exp.Table):
+    def _transform(expression: exp.Expression):
+        if type(expression) not in [exp.Table]:
+            return expression
+        if not is_same_source_table(search, expression):
+            return expression
+        replacement = replace.copy()
+        if expression.alias:
+            replacement = replacement.as_(expression.alias, table=True)
+        return replacement
+
+    return _transform
diff --git a/warehouse/oso_dagster/cbt/utils/test_utils.py b/warehouse/oso_dagster/cbt/utils/test_utils.py
new file mode 100644
index 000000000..b61aaf282
--- /dev/null
+++ b/warehouse/oso_dagster/cbt/utils/test_utils.py
@@ -0,0 +1,20 @@
+import pytest
+import sqlglot as sql
+from oso_dagster.cbt.utils import *
+
+
+def test_replace_table():
+    replace = replace_source_tables(sql.to_table("test"), sql.to_table("replacement"))
+    result1 = sql.parse_one("select * from test").transform(replace)
+    assert sql.parse_one("select * from replacement") == result1
+
+    result2 = sql.parse_one("select * from test as t").transform(replace)
+    assert sql.parse_one("select * from replacement as t") == result2
+
+    result3 = sql.parse_one(
+        "select * from noreplace as nr inner join test as t on t.t_id = nr.nr_id"
+    ).transform(replace)
+    expected = sql.parse_one(
+        "select * from noreplace as nr inner join replacement as t on t.t_id = nr.nr_id"
+    )
+    assert is_same_sql(result3, expected)
diff --git a/warehouse/oso_dagster/factories/goldsky/assets.py b/warehouse/oso_dagster/factories/goldsky/assets.py
index 5aa175349..701159497 100644
--- a/warehouse/oso_dagster/factories/goldsky/assets.py
+++ b/warehouse/oso_dagster/factories/goldsky/assets.py
@@ -12,7 +12,7 @@
 from dask.distributed import get_worker
 from dask_kubernetes.operator import make_cluster_spec
 from dataclasses import dataclass, field
-from typing import List, Mapping, Tuple, Dict, Callable, Optional, Sequence
+from typing import List, Mapping, Tuple, Dict, Callable, Optional, Sequence, Iterable
 import heapq
 from dagster import (
     asset,
@@ -29,12 +29,14 @@
     DagsterLogManager,
     DefaultSensorStatus,
     AssetsDefinition,
+    AssetDep,
     AssetChecksDefinition,
     TableRecord,
     MetadataValue, 
     TableColumn, 
     TableSchema,
 )
+
 from dagster_gcp import BigQueryResource, GCSResource
 from google.api_core.exceptions import (
     NotFound,
@@ -875,7 +877,7 @@ async def merge_worker_tables(
         cbt = self.cbt.get(context.log)
 
         context.log.info(
-            f"Merging all worker tables to final destination: {self.config.destination_table_fqdn}"
+            f"Merging all worker tables to final destination: {self.config.destination_table_fqn}"
         )
         time_partitioning = None
         if self.config.partition_column_name:
@@ -885,7 +887,7 @@ async def merge_worker_tables(
 
         cbt.transform(
             self.config.merge_workers_model,
-            self.config.destination_table_fqdn,
+            self.config.destination_table_fqn,
             update_strategy=UpdateStrategy.MERGE,
             time_partitioning=time_partitioning,
             partition_column_name=self.config.partition_column_name,
@@ -1197,7 +1199,7 @@ class GoldskyBackfillOpInput:
     end_checkpoint: Optional[GoldskyCheckpoint]
 
 
-def goldsky_asset(asset_config: GoldskyConfig) -> AssetFactoryResponse:
+def goldsky_asset(asset_config: GoldskyConfig, deps: Optional[Iterable[AssetDep]] = None) -> AssetFactoryResponse:
     def materialize_asset(
         context: OpExecutionContext,
         bigquery: BigQueryResource,
@@ -1214,7 +1216,8 @@ def materialize_asset(
             gs_asset.materialize(loop, context, checkpoint_range=checkpoint_range)
         )
 
-    @asset(name=asset_config.name, key_prefix=asset_config.key_prefix)
+    deps = deps or []
+    @asset(name=asset_config.name, key_prefix=asset_config.key_prefix, deps=deps)
     def generated_asset(
         context: AssetExecutionContext,
         bigquery: BigQueryResource,
diff --git a/warehouse/oso_dagster/factories/goldsky/checks.py b/warehouse/oso_dagster/factories/goldsky/checks.py
index 008c06d21..6ec07a1b7 100644
--- a/warehouse/oso_dagster/factories/goldsky/checks.py
+++ b/warehouse/oso_dagster/factories/goldsky/checks.py
@@ -1,5 +1,5 @@
 import os
-from typing import List
+from typing import List, Optional, Tuple
 from dataclasses import dataclass
 
 from .config import GoldskyConfig, CheckFactory
@@ -10,17 +10,195 @@
     AssetCheckExecutionContext,
     AssetCheckResult,
     AssetCheckSeverity,
+    Config,
 )
+import arrow
 from dagster_gcp import BigQueryResource
-from ...cbt import CBTResource
+import sqlglot as sql
+
+from ...cbt import CBTResource, Transformation
+from ...cbt.macros import time_constrain_table, context_query_replace_source_tables
 
 
 def generated_asset_prefix(asset: AssetsDefinition):
     return "_".join(asset.key.path)
 
 
+class BlockchainCheckConfig(Config):
+    start: Optional[str] = None
+    end: Optional[str] = None
+    full_refresh: bool = False
+
+    def get_range(self) -> Tuple[arrow.Arrow | None, arrow.Arrow | None]:
+        now = arrow.now()
+        if self.full_refresh:
+            return [None, now.shift(days=-1)]
+        if self.start or self.end:
+            start = arrow.get(self.start) if self.start is not None else None
+            end = arrow.get(self.end) if self.end is not None else None
+            return [start, end]
+        return [now.shift(days=-6), now.shift(days=-1)]
+
+
+def traces_check(
+    traces_transaction_hash_column_name: str,
+    traces_block_timestamp_column_name: str,
+    transactions_table_fqn: str,
+    transactions_transaction_hash_column_name: str,
+    transactions_block_timestamp_column_name: str,
+    gs_config: GoldskyConfig,
+    asset: AssetsDefinition,
+):
+    prefix = generated_asset_prefix(asset)
+
+    @asset_check(name=f"{prefix}_traces_check", asset=asset)
+    def _traces_check(
+        context: AssetCheckExecutionContext,
+        cbt: CBTResource,
+        config: BlockchainCheckConfig,
+    ):
+        c = cbt.get(context.log)
+        c.add_search_paths(
+            [os.path.join(os.path.abspath(os.path.dirname(__file__)), "queries")]
+        )
+
+        start, end = config.get_range()
+        transformations: List[Transformation] = [
+            time_constrain_table(
+                traces_block_timestamp_column_name,
+                table_name="traces",
+                start=start,
+                end=end,
+            ),
+            time_constrain_table(
+                transactions_block_timestamp_column_name,
+                table_name="transactions",
+                start=start,
+                end=end,
+            ),
+            context_query_replace_source_tables(
+                sql.to_table("traces"),
+                sql.to_table(gs_config.destination_table_fqn, dialect="bigquery"),
+            ),
+            context_query_replace_source_tables(
+                sql.to_table("transactions"),
+                sql.to_table(transactions_table_fqn, dialect="bigquery"),
+            ),
+        ]
+
+        block_number_results = list(
+            c.hybrid_query(
+                "traces_check.sql",
+                transformations=transformations,
+                traces_transaction_hash_column_name=traces_transaction_hash_column_name,
+                transactions_transaction_hash_column_name=transactions_transaction_hash_column_name,
+            )
+        )
+        if len(block_number_results) != 1:
+            return AssetCheckResult(
+                passed=False,
+                severity=AssetCheckSeverity.ERROR,
+                description="No block results. Is this table empty?",
+            )
+        missing_transaction_hashes = block_number_results[0].missing_transaction_hashes
+        # Add one to include the min block in the count
+        metadata = dict(missing_transaction_hashes=missing_transaction_hashes)
+        if missing_transaction_hashes != 0:
+            return AssetCheckResult(
+                passed=False,
+                severity=AssetCheckSeverity.WARN,
+                description="Transactions are missing",
+                metadata=metadata,
+            )
+
+        return AssetCheckResult(
+            passed=missing_transaction_hashes == 0,
+            severity=AssetCheckSeverity.WARN,
+            description="Did not get the expected transactions",
+            metadata=metadata,
+        )
+
+    return _traces_check
+
+
+def transactions_check(
+    transactions_block_hash_column_name: str,
+    transactions_block_timestamp_column_name: str,
+    blocks_table_fqn: str,
+    blocks_block_hash_column_name: str,
+    blocks_block_timestamp_column_name: str,
+    gs_config: GoldskyConfig,
+    asset: AssetsDefinition,
+):
+    prefix = generated_asset_prefix(asset)
+
+    @asset_check(name=f"{prefix}_transactions_check", asset=asset)
+    def _transactions_check(
+        context: AssetCheckExecutionContext,
+        cbt: CBTResource,
+        config: BlockchainCheckConfig,
+    ):
+        c = cbt.get(context.log)
+        c.add_search_paths(
+            [os.path.join(os.path.abspath(os.path.dirname(__file__)), "queries")]
+        )
+
+        start, end = config.get_range()
+        transformations: List[Transformation] = [
+            time_constrain_table(
+                transactions_block_timestamp_column_name,
+                table_name="transactions",
+                start=start,
+                end=end,
+            ),
+            time_constrain_table(
+                blocks_block_timestamp_column_name,
+                table_name="blocks",
+                start=start,
+                end=end,
+            ),
+            context_query_replace_source_tables(
+                sql.to_table("transactions"),
+                sql.to_table(gs_config.destination_table_fqn, dialect="bigquery"),
+            ),
+            context_query_replace_source_tables(
+                sql.to_table("blocks"),
+                sql.to_table(blocks_table_fqn, dialect="bigquery"),
+            ),
+        ]
+
+        block_number_results = list(
+            c.hybrid_query(
+                "transactions_check.sql",
+                transformations=transformations,
+                transactions_block_hash_column_name=transactions_block_hash_column_name,
+                blocks_block_hash_column_name=blocks_block_hash_column_name,
+            )
+        )
+        if len(block_number_results) != 1:
+            return AssetCheckResult(
+                passed=False,
+                severity=AssetCheckSeverity.ERROR,
+                description="No block results. Is this table empty?",
+            )
+        missing_block_hashes = block_number_results[0].missing_block_hashes
+        # Add one to include the min block in the count
+        metadata = dict(missing_block_hashes=missing_block_hashes)
+        return AssetCheckResult(
+            passed=missing_block_hashes == 0,
+            severity=AssetCheckSeverity.WARN,
+            description="Did not get the expected number of blocks",
+            metadata=metadata,
+        )
+
+    return _transactions_check
+
+
 def block_number_check(
-    block_number_column_name: str, config: GoldskyConfig, asset: AssetsDefinition
+    block_number_column_name: str,
+    block_timestamp_column_name: str,
+    gs_config: GoldskyConfig,
+    asset: AssetsDefinition,
 ) -> AssetChecksDefinition:
     prefix = generated_asset_prefix(asset)
 
@@ -28,17 +206,32 @@ def block_number_check(
     def _block_number_check(
         context: AssetCheckExecutionContext,
         cbt: CBTResource,
+        config: BlockchainCheckConfig,
     ):
         c = cbt.get(context.log)
         c.add_search_paths(
             [os.path.join(os.path.abspath(os.path.dirname(__file__)), "queries")]
         )
 
+        start, end = config.get_range()
+        transformations: List[Transformation] = [
+            time_constrain_table(
+                block_timestamp_column_name,
+                table_name="blocks",
+                start=start,
+                end=end,
+            ),
+            context_query_replace_source_tables(
+                sql.to_table("blocks"),
+                sql.to_table(gs_config.destination_table_fqn, dialect="bigquery"),
+            ),
+        ]
+
         block_number_results = list(
-            c.query(
+            c.hybrid_query(
                 "block_number_check.sql",
+                transformations=transformations,
                 block_number_column_name=block_number_column_name,
-                table=config.destination_table_fqdn,
             )
         )
         if len(block_number_results) != 1:
@@ -58,7 +251,7 @@ def _block_number_check(
             blocks_count=blocks_count,
             expected_count=expected_count,
         )
-        if min_block_number not in [0, 1]:
+        if config.full_refresh and min_block_number not in [0, 1]:
             return AssetCheckResult(
                 passed=False,
                 severity=AssetCheckSeverity.WARN,
@@ -77,31 +270,64 @@ def _block_number_check(
 
 
 def traces_checks(
-    block_number_column_name: str = "block_number",
+    transactions_table_fqn: str,
+    traces_transaction_hash_column_name: str = "transaction_hash",
+    traces_block_timestamp_column_name: str = "block_timestamp",
+    transactions_transaction_hash_column_name: str = "hash",
+    transactions_block_timestamp_column_name: str = "block_timestamp",
 ) -> CheckFactory[GoldskyConfig]:
     def check_factory(
         config: GoldskyConfig, asset: AssetsDefinition
     ) -> List[AssetChecksDefinition]:
         # TODO add a check to check traces exist for all transaction_ids
-        return [block_number_check(block_number_column_name, config, asset)]
+        return [
+            traces_check(
+                traces_transaction_hash_column_name,
+                traces_block_timestamp_column_name,
+                transactions_table_fqn,
+                transactions_transaction_hash_column_name,
+                transactions_block_timestamp_column_name,
+                config,
+                asset,
+            )
+        ]
 
     return check_factory
 
 
 def transactions_checks(
-    block_number_column_name: str = "block_number",
+    blocks_table_fqn: str,
+    transactions_block_hash_column_name: str = "block_hash",
+    transactions_block_timestamp_column_name: str = "block_timestamp",
+    blocks_block_hash_column_name: str = "hash",
+    blocks_block_timestamp_column_name: str = "timestamp",
 ) -> CheckFactory[GoldskyConfig]:
     def check_factory(config: GoldskyConfig, asset: AssetsDefinition):
         # TODO add a check to check ensure that transactions exist for all blocks
-        return [block_number_check(block_number_column_name, config, asset)]
+        return [
+            transactions_check(
+                transactions_block_hash_column_name,
+                transactions_block_timestamp_column_name,
+                blocks_table_fqn,
+                blocks_block_hash_column_name,
+                blocks_block_timestamp_column_name,
+                config,
+                asset,
+            )
+        ]
 
     return check_factory
 
 
 def blocks_checks(
     block_number_column_name: str = "number",
+    block_timestamp_column_name: str = "timestamp",
 ) -> CheckFactory[GoldskyConfig]:
     def check_factory(config: GoldskyConfig, asset: AssetsDefinition):
-        return [block_number_check(block_number_column_name, config, asset)]
+        return [
+            block_number_check(
+                block_number_column_name, block_timestamp_column_name, config, asset
+            )
+        ]
 
     return check_factory
diff --git a/warehouse/oso_dagster/factories/goldsky/config.py b/warehouse/oso_dagster/factories/goldsky/config.py
index 78e65588f..d15a011aa 100644
--- a/warehouse/oso_dagster/factories/goldsky/config.py
+++ b/warehouse/oso_dagster/factories/goldsky/config.py
@@ -60,7 +60,7 @@ class GoldskyConfig:
     checks: List[CheckFactory["GoldskyConfig"]] = field(default_factory=lambda: [])
 
     @property
-    def destination_table_fqdn(self):
+    def destination_table_fqn(self):
         return f"{self.project_id}.{self.destination_dataset_name}.{self.destination_table_name}"
 
     def worker_raw_table_fqdn(self, worker: str):
diff --git a/warehouse/oso_dagster/factories/goldsky/queries/block_number_check.sql b/warehouse/oso_dagster/factories/goldsky/queries/block_number_check.sql
index dc41da891..9bf1ea169 100644
--- a/warehouse/oso_dagster/factories/goldsky/queries/block_number_check.sql
+++ b/warehouse/oso_dagster/factories/goldsky/queries/block_number_check.sql
@@ -2,4 +2,4 @@ SELECT
   MIN({{ block_number_column_name }}) as min_block_number, 
   MAX({{ block_number_column_name }}) as max_block_number, 
   COUNT(DISTINCT {{ block_number_column_name }}) as blocks_count 
-FROM {{ table }}
\ No newline at end of file
+FROM blocks
\ No newline at end of file
diff --git a/warehouse/oso_dagster/factories/goldsky/queries/traces_check.sql b/warehouse/oso_dagster/factories/goldsky/queries/traces_check.sql
new file mode 100644
index 000000000..257c06f66
--- /dev/null
+++ b/warehouse/oso_dagster/factories/goldsky/queries/traces_check.sql
@@ -0,0 +1,6 @@
+SELECT 
+  count(distinct txs.{{ transactions_transaction_hash_column_name }}) as missing_transaction_hashes
+FROM transactions txs
+LEFT JOIN traces traces
+  ON txs.{{ transactions_transaction_hash_column_name }} = traces.{{ traces_transaction_hash_column_name }}
+WHERE traces.{{ traces_transaction_hash_column_name }} is null
\ No newline at end of file
diff --git a/warehouse/oso_dagster/factories/goldsky/queries/transactions_check.sql b/warehouse/oso_dagster/factories/goldsky/queries/transactions_check.sql
new file mode 100644
index 000000000..2a9846fe0
--- /dev/null
+++ b/warehouse/oso_dagster/factories/goldsky/queries/transactions_check.sql
@@ -0,0 +1,6 @@
+SELECT 
+  count(distinct blocks.{{ blocks_block_hash_column_name }}) as missing_block_hashes
+FROM blocks as blocks
+LEFT JOIN transactions txs
+  ON txs.{{ transactions_block_hash_column_name }} = blocks.{{ blocks_block_hash_column_name }}
+WHERE txs.{{ transactions_block_hash_column_name }} is null
\ No newline at end of file
diff --git a/warehouse/oso_dagster/utils/testing/__init__.py b/warehouse/oso_dagster/utils/testing/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/warehouse/oso_dagster/utils/testing/duckdb.py b/warehouse/oso_dagster/utils/testing/duckdb.py
new file mode 100644
index 000000000..4337655b5
--- /dev/null
+++ b/warehouse/oso_dagster/utils/testing/duckdb.py
@@ -0,0 +1,41 @@
+from typing import Optional, Dict, List
+
+import pandas
+import duckdb
+
+
+class DuckDbFixture:
+    """Provides an easy interface to creating a duckdb test fixture"""
+
+    @classmethod
+    def setup(cls, tables: Optional[Dict[str, List[List]]] = None):
+        tables = tables or dict()
+        db = duckdb.connect()
+        fixture = cls(db)
+        fixture.add_tables(tables)
+        fixture.set_memory_limit("2MB")
+        return fixture
+
+    def __init__(self, db: duckdb.DuckDBPyConnection):
+        self._db = db
+
+    def teardown(self):
+        self._db.close()
+
+    def add_tables(self, tables: Dict[str, List]):
+        for table_name, table in tables.items():
+            columns = table[0]
+            rows = table[1:]
+            df = pandas.DataFrame(rows, columns=columns)
+            self._db.sql(
+                f"""
+            CREATE TABLE {table_name} AS SELECT * FROM df
+            """
+            )
+
+    def set_memory_limit(self, limit: str):
+        self._db.sql(f"SET memory_limit = '{limit}';")
+
+    @property
+    def db(self):
+        return self._db