18.5
RudderStack Customer Data Platform collects data from websites, applications, and backend systems and routes it to downstream tools in real time.
Free planOpen sourceAndroidiOSWeb
Best Data Ingestion Software in 2026
Data ingestion software brings data into another system or service. This category includes managed products, APIs and self-hosted or open-source projects. The facts list web, API, self-hosted, Linux, Windows and macOS platforms. No Android app is specified, so check platform details when phone access matters. Compare deployment options, pricing, trial terms, code access and platform fit.
28.0
Estuary is a managed data integration platform that combines change data capture, batch, streaming, and app synchronization for analytics, operations, and AI.
Free planWebAPILinux
37.4
Fivetran Database Replication moves large volumes of data from databases to destinations such as data warehouses, other databases, online data platforms, and data lakes.
Free planWebAPILinux
- 4
Azure Data Factory
Azure Data Factory is a paid, web-based service for data integration and transformation.
WebAPISelf-hostedWindows7.3From $0.10 a month - 5
Confluent Cloud
Confluent Cloud is a managed data streaming platform built around a serverless Apache Kafka engine.
Free planWebAPILinux7.1From $385 a month - 6
Airbyte Data Replication
Airbyte Data Replication moves data from sources to destinations through batch replication or change data capture (CDC).
Free planWebAPILinuxSelf-hosted7.0From $20 a month - 7
Hevo Data
Hevo Data is a cloud platform for integrating, transforming, and loading data without building or maintaining custom pipelines.
Free planWebAPI6.9From $265 a month - 8
Debezium
Debezium is a free, open source platform that captures database row changes and streams them to applications as events.
Free planAPILinuxSelf-hostedWindows6.6Free plan - 9
Fluentd
Fluentd is a free, open-source data collector for creating a unified logging layer.
Free planLinuxmacOSSelf-hostedWindows6.4Free plan - 10
Striim
Striim is a data integration platform for capturing database changes and streaming data across databases, applications, and clouds in real time.
Free planWebAPISelf-hosted6.4Free plan - 11
Logstash
Logstash is an open-source, server-side pipeline for ingesting data, transforming it, and routing it to destinations.
Free planAPILinuxSelf-hosted6.3Free plan - 12
Integrate.io
Web5.8From $1,999 a month - 13
Stitch
Web5.5From $100 a month - 145.2Free plan
- 15
Google Cloud Dataflow
Google Cloud Dataflow is a cloud-deployed data processing service accessed through the web.
Web5.0 - 16
Informatica Data Integration
WebWindows4.9 - 17
Rivery
Rivery
4.8 - 18
Portable
Portable
4.4 - 19
StreamSets
IBM
4.4 - 20
Amazon Kinesis Data Firehose
Amazon Web Services
4.3 - 21
Matillion Data Integration
Matillion
4.3 - 22
Qlik Replicate
Qlik
4.3
Choosing well
Match the deployment platform
Check whether a tool is offered through the web or API, or needs self-hosting. Linux, Windows and macOS support can matter for local setup and administration.
A web or API option does not confirm an Android app. If you plan to manage ingestion from a phone, verify mobile support directly.
Compare free and paid access
Pricing models in this category include free, freemium and paid plans. A free plan can help you start without a subscription, while paid products may list a starting price.
Published examples include Airbyte Data Replication with a free plan and paid access from $20 per month, and Integrate.io from $1,999 per month with no free plan.
Check trial length
A free trial gives you a time-limited way to assess a service before paying. Trial terms vary: Airbyte Data Replication and Confluent Cloud list 30-day trials, while Fivetran Database Replication and Integrate.io list 14-day trials.
Confirm whether a trial accompanies a free plan or a paid subscription, and note any stated starting price.
Review the code and licence
Open-source options include Debezium and Fluentd. If you need to read or change the code, check the project's licence and the hosting approach it supports.
A free price does not by itself establish open-source access, so verify the product's stated model.
Plan how you will connect
Compare tools by the access method your setup needs: web, API or self-hosted deployment. Platform availability also covers Linux, Windows and macOS in the category facts.
Questions people ask
Is an Android app listed for these ingestion tools?
No Android app is specified in the facts. Check a product's platform details before choosing it for phone use.
Which pricing models appear in this category?
The facts include free, freemium and paid pricing models. Products may also list a free plan, a paid starting price or a trial.
Are free trials available?
Yes. Listed trial terms include 14-day and 30-day trials, depending on the product.
Are open-source choices available?
Yes. Debezium and Fluentd are listed as open source or free projects.
Which platforms are covered?
The category facts list web, API, self-hosted, Linux, Windows and macOS. Check the individual product for its supported option.