Data radar: tools and trends

Momentum based on available 7-day snapshots for Data: measured with two snapshots, estimated otherwise. Each value shows its own source window. This page reads stored snapshots only.

Radar filters

What’s changing

Of 20 comparable tools in Data Engineering, 20 are increasing, 0 are stable, and 0 are declining. arrow has the largest measured increase: +268639 crates.io downloads over 90 days. These movements describe only changes in metrics collected over the period.

Measured period: 2026-08-27 to 2026-09-02

Tool ranking

Ranked by measured growth, normalized across sources. Raw values keep their source-specific window, shown under each tool; a change requires at least two snapshots from the last 7 days.

  1. 1

    Skill
    Active

    World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.

    PythonLicense: AGPL-3.0
    • agent
    • agentic-ai
    • ai
    • claude
    • copilot

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/calesthio/OpenMontage ~/.claude/skills/OpenMontage

    52 517GitHub stars+1 089 (+2.1 %)
  2. 2

    Other
    Active

    A Windows app to debloat and optimize your PC

    TypeScriptLicense: GPL-3.0
    • debloater
    • opimization
    • registry-tweaks
    • windows
    • windows-10-debloat

    githubmeasured growthOpen source ↗

    2 074GitHub stars+27 (+1.3 %)
  3. 3

    Other
    Active

    Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.

    PythonLicense: BSD-2-Clause
    • analytics
    • athena
    • bi
    • bigquery
    • business-intelligence

    githubmeasured growthOpen source ↗

    28 777GitHub stars+9 (+0.03 %)
  4. 4

    Other
    Active

    Zero-ETL, infinite possibilities. Live query APIs, code & more with SQL. No DB required.

    GoLicense: AGPL-3.0
    • aws
    • azure
    • cis
    • cloud
    • cnapp

    githubmeasured growthOpen source ↗

    7 941GitHub stars+6 (+0.08 %)
  5. 5

    Other
    Active

    Spug is a lightweight agent-free automatic operation and maintenance platform designed for small and medium-sized enterprises. It integrates host management, host batch execution, host online terminal, file management, application release…

    JavaScriptLicense: AGPL-3.0
    • alert
    • ci
    • cicd
    • cmdb
    • deploy

    githubmeasured growthOpen source ↗

    11 060GitHub stars+5 (+0.05 %)
  6. 6

    MCP
    Active

    A MCP (Model Context Protocol) server for interacting with dbt.

    PythonLicense: Apache-2.0
    • data-analytics
    • data-engineering
    • dbt
    • llm
    • mcp

    githubmeasured growthOpen source ↗

    602GitHub stars+3 (+0.50 %)
  7. 7

    Other
    Active

    YTsaurus is a scalable and fault-tolerant open-source big data platform.

    C++License: Apache-2.0
    • big-data
    • clickhouse
    • distributed-database
    • lakehouse
    • olap-database

    githubmeasured growthOpen source ↗

    2 203GitHub stars+3 (+0.14 %)
  8. 8

    Other
    Active

    Apache DevLake is an open-source dev data platform to ingest, analyze, and visualize the fragmented data from DevOps tools, extracting insights for engineering excellence, developer experience, and community growth.

    GoLicense: Apache-2.0
    • dashboard-friendly
    • data
    • data-analysis
    • data-engineering
    • data-integration

    githubmeasured growthOpen source ↗

    3 119GitHub stars+3 (+0.10 %)
  9. 9

    Other
    Active

    Maestro: Netflix’s Workflow Orchestrator

    JavaLicense: Apache-2.0
    • agentic-workflow
    • analytics
    • automation
    • batch-processing
    • dag

    githubmeasured growthOpen source ↗

    3 831GitHub stars+2 (+0.05 %)
  10. 10

    Agent
    Active

    MARVIS-Agent: all-purpose credit risk agent for model development, validation, data processing, feature engineering, and strategy workflows.

    PythonLicense: MIT
    • agent
    • ai
    • ai-agent
    • credit
    • credit-risk

    githubmeasured growthOpen source ↗

    518GitHub stars+1 (+0.19 %)
  11. 11

    Other
    Active

    This extension makes vscode seamlessly work with dbt™: Auto-complete, preview, column lineage, AI docs generation, health checks, cost estimation etc

    JavaScriptLicense: MIT
    • ai
    • dbt
    • dbt-cloud
    • dbt-core
    • genai

    githubmeasured growthOpen source ↗

    584GitHub stars+1 (+0.17 %)
  12. 12

    Other
    Active

    Official code repository for GATK versions 4 and up

    Java
    • bioinformatics
    • dna
    • gatk
    • genome
    • genomics

    githubmeasured growthOpen source ↗

    1 993GitHub stars+1 (+0.05 %)
  13. 13

    App
    Active

    Share and collaborate by syncing with any Git repository instantly. Linux, macOS, and Windows

    C#License: GPL-3.0
    • arch
    • backup
    • cloud-storage
    • collaboration
    • debian

    githubmeasured growthOpen source ↗

    4 981GitHub stars+1 (+0.02 %)
  14. 14

    Library
    UnknownLast commit: unavailable

    DuckDB in-process database

    License: MIT
    • DuckDB
    • Database
    • SQL
    • OLAP

    pypimeasured growthOpen source ↗

    Install pip install duckdb

    10 916 795downloads over 7 days-5 953 222 (-35.3 %)
  15. 15

    Library
    UnknownLast commit: unavailable

    Dagster is an orchestration platform for the development, production, and observation of data assets.

    pypimeasured growthOpen source ↗

    Install pip install dagster

    1 748 069downloads over 7 days-503 801 (-22.4 %)
  16. 16

    Library
    UnknownLast commit: unavailable

    With dbt, data analysts and engineers can build analytics the way engineers build applications.

    pypimeasured growthOpen source ↗

    Install pip install dbt-core

    5 107 126downloads over 7 days-9 624 867 (-65.3 %)
  17. 17

    Library
    UnknownLast commit: unavailable

    Blazingly fast DataFrame library

    License: MIT
    • dataframe
    • arrow
    • out-of-core

    pypimeasured growthOpen source ↗

    Install pip install polars

    12 080 725downloads over 7 days-2 283 661 (-15.9 %)
  18. 18

    Other
    Active

    Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.

    ScalaLicense: Apache-2.0
    • dataquality
    • scala
    • spark
    • unit-testing

    githubmeasured growthOpen source ↗

    3 642GitHub starsstable
  19. 19

    Other
    Active

    Compile-time Language Integrated Queries for Scala

    ScalaLicense: Apache-2.0
    • cassandra
    • database
    • jdbc
    • linq
    • mysql

    githubmeasured growthOpen source ↗

    2 166GitHub starsstable
  20. 20

    Other
    Active

    Monte Carlo simulation of the NBA season, leveraging dbt, duckdb and evidence.dev

    PythonLicense: MIT

      githubmeasured growthOpen source ↗

      608GitHub starsstable
    • 21

      Other
      Active

      This package contains macros and models to find DAG issues automatically

      ShellLicense: Apache-2.0
      • dbt-packages

      githubmeasured growthOpen source ↗

      574GitHub starsstable
    • 22

      Other
      Active

      A dbt adapter for Databricks.

      PythonLicense: Apache-2.0
      • databricks
      • dbt
      • etl
      • sql

      githubmeasured growthOpen source ↗

      375GitHub starsstable
    • 23

      Other
      Active

      🥪🦘 An open source sandbox project exploring dbt workflows via a fictional sandwich shop's data.

      • analytics
      • analytics-engineering
      • data
      • data-engineering
      • dbt

      githubmeasured growthOpen source ↗

      345GitHub starsstable

    Learning resources

    Ranked by measured growth, normalized across sources. These resources remain available separately and do not take part in the main tool ranking.

    1. 1

      docker_practice

      Other
      ActiveOpen source ↗

      最新Docker容器技术，从真实案例中学习最佳实践！| Learn and understand Docker&Container technologies, with real DevOps practice!

      Go
      • book
      • cloud-computing
      • container
      • devops
      • docker
      githubResourcemeasured growth
      26 229GitHub stars+8 (+0.03 %)
    2. 2

      awesome-dbt

      Other
      ActiveOpen source ↗

      A curated list of awesome dbt resources

      License: GPL-3.0
      • analytics-engineering
      • awesome
      • awesome-list
      • data-engineering
      • dbt
      githubResourcemeasured growth
      1 721GitHub starsstable