Skip to main content

etlantic-pyspark

Release status: ETLantic 0.59.0 is a Beta release candidate; publication is pending.

PySpark reference execution plugin and portable transform compiler for ETLantic 0.57.

Note: This plugin and ETLantic core use Beta classifiers for documented single-tenant pilots. Classifiers are not an enterprise SLA.

Install

pip install etlantic-pyspark
# Optional Delta Lake support:
pip install "etlantic-pyspark[delta]"

Portable transform compiler

from etlantic import Profile

Profile(
    name="spark-local",
    spark_engine="pyspark",
    portable_transform_policy="require",
)

Entry point: etlantic.transform_compilers → etlantic_pyspark:create_transform_compiler.

Claims portable-relational-kernel/1 and portable-relational/1. Lowers dtcs.transform-plan/2 to native Spark DataFrame/Column expressions. This is the recommended transformation path and remains eligible for adaptive execution. Automatic Python/Pandas UDF fallback is forbidden.

Native Spark plugin

Register @Transformation.implementation("pyspark") handlers only for Spark behavior outside the portable compiler's claims. They take Spark DataFrames (or lists of contract models), return Spark DataFrames, pin the step to PySpark, and are not eligible for adaptive execution.

Native capabilities

  • Lazy Spark region fusion with preserved logical identities
  • Local Spark provider (local[*]) — secrets resolved only at session acquire
  • Native-expression preference with UDF policy diagnostics
  • Contract ↔ Spark schema mapping (lossy/unknown never guessed)
  • Valid/invalid row separation
  • Delta-compatible write intents (append/overwrite/merge) when Delta is enabled
  • Structured Streaming foundation (experimental)

Native UDF policy stays separate. Default CI uses sparkless; set SPARKLESS_TEST_MODE=pyspark for real JVM Catalyst checks.

Not included: managed cloud providers (Databricks/EMR/Connect).

PySpark tutorial · Compatibility · Source · Issues

Metadata

Release files for etlantic-pyspark 0.59.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for etlantic-pyspark 0.59.0
File Size Uploaded
etlantic_pyspark-0.59.0.tar.gz 22.5 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for etlantic-pyspark 0.59.0
File Interpreter ABI Platform
etlantic_pyspark-0.59.0-py3-none-any.whl Python 3 none any Details

Total release size: 48.9 kB

Release files / etlantic_pyspark-0.59.0.tar.gz

Download URL etlantic_pyspark-0.59.0.tar.gz
Size 22.5 kB
Tags Source
SHA-256 checksum
How to use checksums
710caf6d81885a189673325a1032e1eb5fcbbc2eaeb0b80e482613d9618c284b
BLAKE2b-256 checksum
How to use checksums
ef0322c0bf3545d4fb0c73e6196e7421610ddd7c222926bac934a93b32ca270e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.12.0 {"installer":{"name":"uv","version":"0.12.0","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / etlantic_pyspark-0.59.0-py3-none-any.whl

Download URL etlantic_pyspark-0.59.0-py3-none-any.whl
Size 26.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
c54704670579fb206e563ccd7466779c2df852d2c58e82e7fd808b198543c64c
BLAKE2b-256 checksum
How to use checksums
31fe8c6a23c33d22fda4c12061c2aa979f343d0be0835f4df4447cfce6689bed
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.12.0 {"installer":{"name":"uv","version":"0.12.0","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release history Release notifications | RSS feed

This release

0.59.0 This release

2 release files

0.58.0

2 release files

0.57.2

2 release files

0.57.1

2 release files

0.55.0

2 release files

0.54.0

2 release files

0.53.0

2 release files

0.52.1

2 release files

0.52.0

2 release files

0.51.0

2 release files

0.50.1

2 release files

0.50.0

2 release files

0.48.0

2 release files

0.47.0

2 release files

0.46.0

2 release files

0.45.0

2 release files

0.40.0

2 release files

0.39.0

2 release files

0.38.0

2 release files

0.37.0

2 release files

0.36.0

2 release files

0.35.0

2 release files

0.34.0

2 release files

0.33.0

2 release files

0.32.0

2 release files

0.31.0

2 release files

0.30.0

2 release files

0.29.0

2 release files

0.27.0

2 release files

0.26.0

2 release files

0.25.0

2 release files

0.24.0

2 release files

0.23.0

2 release files

0.22.0

2 release files

0.21.0

2 release files

0.20.0

2 release files

0.19.0

2 release files

0.18.0

2 release files

0.17.0

2 release files

0.16.0

2 release files

0.14.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page