Analytics & Data·Standings

Compare Data Ingestion Software

Data ingestion software moves data into systems where it can be stored or used; compare the platforms you need and whether a tool offers an API.

This board shows a signal score out of 10, plus marks for a public API, open-source code and a free tier. Check those alongside platform availability and pricing before choosing.

• 20 platforms
• 11 with a free tier
• Checked 23 Oct 2026

1. #PlatformSignalPlugs inPrice
2. 1
   RC

   RudderStack Customer Data Platformrudderstack.com

   An open-source customer data platform built around your data warehouse.

   7.7 APIOpenFree Free tier · from $265/mo
   →
3. 2
   E

   Estuaryestuary.dev

   A managed platform for database changes, batch and streaming data, and app sync.

   6.7 APIOpenFree Free tier · $0.50 usage-based
   →
4. 3
   D

   Debeziumdebezium.io

   An open-source tool that streams database row changes to applications.

   6.4 APIOpenFree Free tier
   →
5. 4
   F

   Fluentdfluentd.org

   An open-source tool for log pipelines, archiving, and live log viewing.

   6.4 APIOpenFree Free tier
   →
6. 5
   L

   Logstashelastic.co

   A self-hosted tool for log pipelines, archiving, and live log viewing.

   6.3 APIOpenFree Free tier
   →
7. 6
   CC

   Confluent Cloudconfluent.io

   A managed data streaming service with a free plan and paid clusters.

   6.2 APIOpenFree Free tier · from $385/mo
   →
8. 7
   AD

   Azure Data Factoryazure.microsoft.com

   A cloud service for ingesting, transforming, and coordinating data workflows, with visual tools.

   6.0 APIOpenFree From $0.10/mo
   →
9. 8
   HD

   Hevo Datahevodata.com

   A data movement service for loading and transforming data without custom pipelines.

   6.0 APIOpenFree Free tier · from $265/mo
   →
10. 9
    S

    Striimstriim.com

    A data capture and streaming platform with free and paid plans, available on the web and self-hosted.

    6.0 APIOpenFree Free tier
    →
11. 10
    ID

    Informatica Data Integrationinformatica.com

    A hybrid data integration service with change capture and incremental loading.

    5.0 APIOpenFree Free tier
    →
12. 11
    M

    MeltanoMeltano

    An open-source data integration product with a free plan.

    5.0 APIOpenFree Free tier
    →
13. 12
    II

    Integrate.iointegrate.io

    A cloud service for data transformation, workflow coordination, and real-time sync.

    4.7 APIOpenFree From $1,999/mo
    →
14. 13
    R

    RiveryRivery

    A data integration product with plans priced on request.

    4.6 APIOpenFree Free tier
    →
15. 14
    S

    Stitchstitchdata.com

    A cloud data integration service with change capture and paid plans from $100 a month.

    4.3 APIOpenFree From $100/mo
    →
16. 15
    GC

    Google Cloud Dataflowcloud.google.com

    A paid cloud service for capturing data changes and loading updates incrementally.

    4.1 APIOpenFree —
    →
17. 16
    AK

    Amazon Kinesis Data FirehoseAmazon Web Services

    A data ingestion service from Amazon Web Services.

    3.8 APIOpenFree —
    →
18. 17
    MD

    Matillion Data IntegrationMatillion

    A data integration product from Matillion.

    3.8 APIOpenFree —
    →
19. 18
    P

    PortablePortable

    A data ingestion product from Portable.

    3.8 APIOpenFree —
    →
20. 19
    QR

    Qlik ReplicateQlik

    A data replication product from Qlik.

    3.8 APIOpenFree —
    →
21. 20
    S

    StreamSetsIBM

    A data integration product from IBM.

    3.8 APIOpenFree —
    →

Places #1, #2, #3, #4, #5 on this board are open to sponsors. Take #1 · Other ways to advertise

How to choose

Which platforms does it need to run on?

Start with where you plan to use or run the software. The listed platform options include web, API, self-hosted, Linux, Windows and macOS.

Check the individual tool's platform details against your setup; the category's platform marks do not establish that a particular tool supports every option.

Do I need a public API?

Choose a tool with a public API if connecting through an API is a requirement. The board marks API availability, so compare that mark before deciding.

A public API is one of the signals used in the score, but it is separate from whether the software runs on a web, desktop or self-hosted platform.

Can I try data ingestion software for free?

Free plans and free trials vary by tool. Debezium and Fluentd are listed as free; Confluent Cloud and Estuary have free plans and paid options, while Azure Data Factory has a trial and no free plan.

Check the current pricing details for the tool you are considering. A free plan and a time-limited trial are different offers.

Should I choose open-source data ingestion software?

Consider open-source software if access to the code matters to you.

The board's open-source mark helps distinguish this from free pricing: a free plan does not by itself mean the code is open source.

Questions

What does data ingestion software do?

It moves data into systems where it can be stored or used. Compare platform support, API availability, pricing and whether open-source code matters to you.

Which platforms does data ingestion software support?

The platform options shown on this board include web, API, self-hosted, Linux, Windows and macOS. Check a tool's own platform details for your setup.

Is there free data ingestion software?

Debezium and Fluentd are listed as free. Other tools may have a free plan or a trial; check the individual pricing details.

What is the difference between a free plan and a free trial?

A free plan is a no-cost plan, while a free trial is time-limited. For example, Azure Data Factory is listed with a trial and no free plan.

How is the data ingestion software signal score calculated?

It uses maker-published information about usage, public API availability, documentation depth, open-source code and a free tier.

Some top positions on this board can be paid placements, standing where they were sold. The facts on each platform are not for sale. How we rank · Disclosure