spark-extension
lakeFS
spark-extension | lakeFS | |
---|---|---|
1 | 48 | |
173 | 4,097 | |
5.2% | 1.6% | |
8.3 | 9.8 | |
7 days ago | 5 days ago | |
Scala | Go | |
Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
spark-extension
-
Data diffs: Algorithms for explaining what changed in a dataset (2022)
We're doing a env migration and I've been using spark diff extension for reconcile data, it's amazing, we've discover bugs in the data logic so quickly,
here is the extension if anyone is interested https://github.com/G-Research/spark-extension/blob/master/DI...
lakeFS
-
A Step-by-Step Guide to Implementing Data Version Control
# Download the LakeFS binary wget https://github.com/treeverse/lakeFS/releases/latest/download/lakefs # Make the binary executable chmod +x lakefs # Initialize LakeFS with S3 as the storage backend ./lakefs init --backend s3 --s3-gateway-endpoint --s3-region --s3-force-path-style --s3-access-key --s3-secret-key
-
Jujutsu: A Git-compatible DVCS that is both simple and powerful
Might want to look at purpose built tools for that such as lakeFS (https://github.com/treeverse/lakeFS/)
* Disclaimer: I'm one of the creators/maintainers of the project.
-
Data diffs: Algorithms for explaining what changed in a dataset (2022)
Might want to checkout lakeFS: https://github.com/treeverse/lakeFS
(full disclosure: I'm one of the creators)
-
Transactions in Spark / Delta lake?
Take a look at https://github.com/treeverse/lakeFS -
- LakeFS – Version Control for Big Data
- DuckDB <3 LakeFS
- We built an open-source project (3.1K stars on GitHub) for data version control
-
How are you incrementally testing your data pipelines as you develop them?
I mean if you're ready to adopt a new framework into your ecosystem this is one of the major usecases for LakeFS.
- Git-for-Data
- LakeFS: Git-like versioning for object stores
What are some alternatives?
deep-diff2 - Deep diff Clojure data structures and pretty print the result
dvc - 🦉 ML Experiments and Data Management with Git
handy_sql_queries
delta - An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs
pyspark-starter - Starter pyspark code with a working combination of all versions
git-lfs - Git extension for versioning large files
recidiffist - Diffs for structured data
Ory Kratos - Next-gen identity server replacing your Auth0, Okta, Firebase with hardened security and PassKeys, SMS, OIDC, Social Sign In, MFA, FIDO, TOTP and OTP, WebAuthn, passwordless and much more. Golang, headless, API-first. Available as a worry-free SaaS with the fairest pricing on the market!
macrobase-diff - Minimal implementation of Macrobase Diff
MLflow - Open source platform for the machine learning lifecycle
ExplainDaV
duf - Disk Usage/Free Utility - a better 'df' alternative