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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, 90 daysPace
1cocoindex-io/cocoindex

Incremental engine for long horizon agents 🌟 Star if you like it!

12K+6960.3×
2slothflowlabs/duckle

Open-source ETL/ELT you deploy on your own servers or cloud. Built on DuckDB: no-code/low-code visual pipelines or SQL, 385 components, dbt, CDC, data quality, reverse ETL, lineage, MCP for AI agents. No vendor cloud, no per-row billing.

1.5K+616new
3dbt-labs/dbt

dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.

14K+5790.6×
4airbytehq/airbyte

Open-source data movement for ELT pipelines and AI agents — from APIs, databases & files to warehouses, lakes, and AI applications. Both self-hosted and Cloud.

22K+5770.9×
5the-momentum/open-wearables

Self-hosted platform to unify wearable health data through one AI-ready API.

2.8K+4740.7×
6Unstructured-IO/unstructured

Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding.

16K+4590.7×
7dlt-hub/dlt

data load tool (dlt) is an open source Python library that makes data loading easy 🛠️

6.1K+3630.9×
8hugues31/duckpad

The data transformation tool the open-source community deserves.

303+304new
9apache/seatunnel

SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.

9.8K+287–
10pathwaycom/pathway

Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

62K+2250.4×
11bruin-data/ingestr

ingestr is a CLI tool to copy data between any databases with a single command seamlessly.

4K+2190.6×
12bruin-data/bruin

Build data pipelines with SQL and Python, ingest data from different sources, add quality checks, and build end-to-end flows.

1.8K+149–
13apache/camel

Apache Camel is an open source integration framework with 350+ connectors. Write routes in Java, YAML, or XML. Run on Spring Boot, Quarkus, or standalone. Apache License 2.0.

6.4K+129–
14alibaba/DataX

TranslatedDataX is the open-source version of Alibaba Cloud DataWorks Data Integration.

17K+125–
15apache/nifi

Apache NiFi

6.3K+119–
16PeerDB-io/peerdb

Fast, Simple and a cost effective tool to replicate data from Postgres to Data Warehouses, Queues and Storage

3.3K+98–
17meltano/meltano

Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.

2.7K+98–
18elastic/logstash

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

15K+91–
19dathere/qsv

Blazing-fast, Neuro-symbolic Data-Wrangling toolkit

3.8K+89–
20cloudquery/cloudquery

Data pipelines for cloud config and security data. Build cloud asset inventory, CSPM, FinOps, and vulnerability management solutions. Extract from AWS, Azure, GCP, and 70+ cloud and SaaS sources.

6.5K+84–

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.