AwesomeRepos
Sign in

Tags / Data pipelines and messaging /

ETL

A tool that extracts data from sources, transforms it, and loads it into a destination, including ELT and connectors.

The 51repositories with this Tag gained +1,991 net stars in the last 30 days, 3% less than the 30 days before.

1 created in the last 90 days · 23 published a release in the last 30 days · 323K stars in total

All in the Repository Index On Trending

Net stars each day, last 30 days+357 last 7 days

Oct 5, 2026Nov 3, 2026

  • Seed Dataset
  • Rising Admissions

Most net stars, last 30 days

hugues31/duckpad

The data transformation tool the open-source community deserves.

+304

15% of the net stars of this Tag

Largest Pace, last 30 days

No other repository gained 2 or more times the net stars of the 30 days before.

Most stars, created in the last 90 days

No other repository with this Tag was created in the last 90 days.

Where the stars went, last 13 weeks

Net stars gained each week. The repositories that gained the most have their own color.

cocoindex-io/cocoindex gained 11% of the net stars of this Tag in the last 13 weeks.

cocoindex-io/cocoindex, week to Aug 11: +97 net starsslothflowlabs/duckle, week to Aug 11: +101 net starsdbt-labs/dbt, week to Aug 11: +47 net starsairbytehq/airbyte, week to Aug 11: +86 net starsthe-momentum/open-wearables, week to Aug 11: +41 net starsAll other repositories, week to Aug 11: +271 net starscocoindex-io/cocoindex, week to Aug 18: +88 net starsslothflowlabs/duckle, week to Aug 18: +150 net starsdbt-labs/dbt, week to Aug 18: +42 net starsairbytehq/airbyte, week to Aug 18: +50 net starsthe-momentum/open-wearables, week to Aug 18: +40 net starsAll other repositories, week to Aug 18: +257 net starscocoindex-io/cocoindex, week to Aug 25: +59 net starsslothflowlabs/duckle, week to Aug 25: +76 net starsdbt-labs/dbt, week to Aug 25: +34 net starsairbytehq/airbyte, week to Aug 25: +45 net starsthe-momentum/open-wearables, week to Aug 25: +41 net starsAll other repositories, week to Aug 25: +258 net starscocoindex-io/cocoindex, week to Sep 1: +51 net starsslothflowlabs/duckle, week to Sep 1: +34 net starsdbt-labs/dbt, week to Sep 1: +76 net starsairbytehq/airbyte, week to Sep 1: +29 net starsthe-momentum/open-wearables, week to Sep 1: +35 net starsAll other repositories, week to Sep 1: +338 net starscocoindex-io/cocoindex, week to Sep 8: +70 net starsslothflowlabs/duckle, week to Sep 8: +22 net starsdbt-labs/dbt, week to Sep 8: +31 net starsairbytehq/airbyte, week to Sep 8: +42 net starsthe-momentum/open-wearables, week to Sep 8: +41 net starsAll other repositories, week to Sep 8: +263 net starscocoindex-io/cocoindex, week to Sep 15: +51 net starsslothflowlabs/duckle, week to Sep 15: +22 net starsdbt-labs/dbt, week to Sep 15: +47 net starsairbytehq/airbyte, week to Sep 15: +59 net starsthe-momentum/open-wearables, week to Sep 15: +33 net starsAll other repositories, week to Sep 15: +277 net starscocoindex-io/cocoindex, week to Sep 22: +31 net starsslothflowlabs/duckle, week to Sep 22: +16 net starsdbt-labs/dbt, week to Sep 22: +80 net starsairbytehq/airbyte, week to Sep 22: +48 net starsthe-momentum/open-wearables, week to Sep 22: +39 net starsAll other repositories, week to Sep 22: +263 net starscocoindex-io/cocoindex, week to Sep 29: +51 net starsslothflowlabs/duckle, week to Sep 29: +23 net starsdbt-labs/dbt, week to Sep 29: +43 net starsairbytehq/airbyte, week to Sep 29: +43 net starsthe-momentum/open-wearables, week to Sep 29: +37 net starsAll other repositories, week to Sep 29: +321 net starscocoindex-io/cocoindex, week to Oct 6: +18 net starsslothflowlabs/duckle, week to Oct 6: +149 net starsdbt-labs/dbt, week to Oct 6: +32 net starsairbytehq/airbyte, week to Oct 6: +33 net starsthe-momentum/open-wearables, week to Oct 6: +27 net starsAll other repositories, week to Oct 6: +184 net starscocoindex-io/cocoindex, week to Oct 13: +48 net starsslothflowlabs/duckle, week to Oct 13: +16 net starsdbt-labs/dbt, week to Oct 13: +41 net starsairbytehq/airbyte, week to Oct 13: +45 net starsthe-momentum/open-wearables, week to Oct 13: +40 net starsAll other repositories, week to Oct 13: +294 net starscocoindex-io/cocoindex, week to Oct 20: +56 net starsslothflowlabs/duckle, week to Oct 20: +21 net starsdbt-labs/dbt, week to Oct 20: +48 net starsairbytehq/airbyte, week to Oct 20: +38 net starsthe-momentum/open-wearables, week to Oct 20: +48 net starsAll other repositories, week to Oct 20: +239 net starscocoindex-io/cocoindex, week to Oct 27: +36 net starsslothflowlabs/duckle, week to Oct 27: +16 net starsdbt-labs/dbt, week to Oct 27: +41 net starsairbytehq/airbyte, week to Oct 27: +28 net starsthe-momentum/open-wearables, week to Oct 27: +33 net starsAll other repositories, week to Oct 27: +425 net starscocoindex-io/cocoindex, week to Nov 3: +52 net starsslothflowlabs/duckle, week to Nov 3: +16 net starsdbt-labs/dbt, week to Nov 3: +26 net starsairbytehq/airbyte, week to Nov 3: +36 net starsthe-momentum/open-wearables, week to Nov 3: +27 net starsAll other repositories, week to Nov 3: +200 net stars

Compare growth

51 repositories with this Tag. Select a column name to change the order.

#RepositoryStarsGained, 30 daysPace
21timeplus-io/proton

The fastest unified streaming SQL Engine in a single C++ binary. ⚡ Millisecond latency. 100+ GB/s throughput. Continuously compute stateful context from streams, logs, metrics, events, and CDC.

2.3K+19–
22pentaho/pentaho-kettle

Pentaho Data Integration ( ETL ) a.k.a Kettle

8.4K+18–
23dimitri/pgloader

Migrate to PostgreSQL in a single command!

6.6K+18–
24elastic/logstash

Logstash - transport and process your logs, events, or other data

15K+17–
25snowplow/snowplow

The leader in Customer Data Infrastructure

7K+16–
26Wisser/Jailer

Database Subsetting and Relational Data Browsing Tool.

3.2K+15–
27dimitri/pgcopydb

Copy a Postgres database to a target Postgres server (pg_dump | pg_restore on steroids)

1.6K+15–
28thingsboard/thingsboard-gateway

Open-source IoT Gateway - integrates devices connected to legacy and third-party systems with ThingsBoard IoT Platform using Modbus, CAN bus, BACnet, BLE, OPC-UA, MQTT, ODBC and REST protocols.

2.2K+14–
29sfu-db/dataprep

Open-source low code data preparation library in python. Collect, clean and visualization your data in python with a few lines of code.

2.3K+9–
30Multiwoven/multiwoven

🔥🔥🔥 Open source Reverse ETL - alternative to hightouch and census.

1.7K+9–
31linuxfoundation/crowd.dev

LFX Community Data Platform (CDP)

3.4K+7–
32quixio/quix-streams

Python Streaming DataFrames for Kafka

1.6K+7–
33ankane/pgsync

Sync data from one Postgres database to another

3.5K+6–
34apache/inlong

Apache InLong - a one-stop, full-scenario integration framework for massive data

1.5K+5–
35aws/aws-sdk-pandas

pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).

4.1K+3–
36apache/gobblin

A distributed data integration framework that simplifies common aspects of big data integration such as data ingestion, replication, organization and lifecycle management for both streaming and batch data ecosystems.

2.3K+2–
37elastic/elasticsearch-hadoop

:elephant: Elasticsearch real-time search and analytics natively integrated with Hadoop

2K+2–
38thbar/kiba

Data processing & ETL framework for Ruby

1.8K+2–
39amphi-ai/amphi-etl

visual data prep powered by python

1.4K+2–
40mara/mara-pipelines

A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow

2.1K+1–

Faster than the 30 days before

Net stars of the last 30 days are 2 or more times those of the 30 days before.

No repository with this Tag meets this rule now.

Slower than the 30 days before

Net stars of the last 30 days are 50% or less of those of the 30 days before.

  1. pathwaycom/pathway-0.2× · -16
  2. slothflowlabs/duckle0.4× · +90

New in the last 90 days

Created on GitHub in the last 90 days.

  1. hugues31/duckpad+304 · 10 days ago

Older than 2 years, still releasing

Created more than 2 years ago, with a push in the last 7 days and a GitHub release in the last 30 days.

  1. subquery/subql19K · release 6 days ago
  2. Unstructured-IO/unstructured16K · release 5 days ago
  3. elastic/logstash15K · release 2 days ago
  4. dbt-labs/dbt14K · release today
  5. redpanda-data/connect8.8K · release 4 days ago
All 20 in the table

Last release more than 180 days ago

The newest GitHub release is more than 180 days old. A repository that never published a release is not in this list.

  1. airbytehq/airbyte22K · release last year
  2. alibaba/DataX17K · release 3 years ago
  3. pentaho/pentaho-kettle8.4K · release 11 years ago
  4. snowplow/snowplow7K · release 4 years ago
  5. mozilla-services/heka3.4K · release 10 years ago
All 17 in the table

Top GitHub topics with this Tag

Primary languages

How a repository gets this Tag

An agent reads the description, the GitHub topics, and the start of the README of each repository. It chooses Tags only from the Tag list in the AwesomeRepos source code. For each Tag, it quotes the text. A code check keeps the Tag only when the quote is in that text. The page of each repository shows the quote of each of its Tags. A Tag does not rank repositories. It does not say that one repository can replace another. To report a wrong Tag, use "Report a problem with this page" on the page of the repository.

How the numbers are counted

All numbers come from the Star History of the repositories that have the Tag now. A period is a run of complete UTC days. All numbers on this page count only the repositories that AwesomeRepos shows in lists. A machine computes them each hour.

For each repository, a period counts only when Star History has each of its days, or when the repository was created in the period. Otherwise the table shows "–". The bars of a week with no complete data are grey.

The Pace is the net stars of a period divided by the net stars of the period before. It shows only when Star History covers each day of the period before, with at least 3 net stars a day on average.

The chart at the top adds up the net stars of all the repositories with the Tag. The darker area is the part from the Seed Dataset; the rest is from rising Admissions. A rising Admission comes into the Repository Index because it gained stars quickly. Its Star History before its Admission comes from the Repository Host. Thus the days before many rising Admissions are higher than they were for the repositories in the index at that time. The repositories of the Seed Dataset are a set that does not change.

The releases are the GitHub releases of each repository. The lists and the table do not rank repositories, and they do not say that one repository can replace another.