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AI · alternatives · 2026

24 alternatives to Big Data Engineering Services

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Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Big Data Engineering Services launched in 2022; newer entries below may have overtaken it.

  1. 1

    The last database you'll ever need. Go from idea to IPO.

    2021 · planetscale.com · its alternatives →

  2. 2PI
  3. 3

    VMs and object storage for cloud native applications.

    2016 · exoscale.com · its alternatives →

  4. 4
    Velvet▲166

    Make everyone a data engineer

    2024 · usevelvet.com · its alternatives →

  5. 5

    The easiest way for teams to build a Modern Data Stack

    2021 · mozartdata.com · its alternatives →

  6. 6

    A single DataOps platform for data engineering

    2021 · ibm.com · its alternatives →

  7. 7

    Rapidly build and monitor data and AI products

    2024 · app.getorchestra.io · its alternatives →

  8. 8

    Hey HN, I am the founder of Tensorlake. Prototyping LLM applications have become a lot easier, building decision making LLM applications that work on constantly updating data is still very challenging in production settings. The systems engineering problems that we have seen people face are - 1. Reliably process ingested content in real time if the application is sensitive to freshness of information. 2. Being able to bring in any kind of model, and run different parts of the pipeline on GPUs and CPUs. 3. Fault Tolerance to ingestion spike, compute infrastructure failure. 4. Scaling compute,…

    2024 · getindexify.ai · its alternatives →

  9. 9
    DataFox▲80

    Harness big data to make smarter decisions.

    2014 · its alternatives →

  10. 10
    Sense▲67

    Cloud platform for data science and big data analytics

    2014 · its alternatives →

  11. 11
    Fathym▲63

    The data application orchestration and development framework

    2020 · fathym.com · its alternatives →

  12. 12

    Advanced, cloud-based research collaboration

    2017 · datazar.com · its alternatives →

  13. 13

    A container for dataclasses with multi-indexing and bulk operations. - joshlk/dataclassframe

    2020 · github.com · its alternatives →

  14. 14

    Open-source data catalog focused on simplicity with a single binary deployment and only a PostgreSQL dependency. Features powerful search with boolean/text/metadata queries, visual lineage graphs and a growing CLI plugin ecosystem (Kafka, PostgreSQL, BigQuery, etc.) plus an API and Terraform provider

    Dec 2025 · github.com · its alternatives →

  15. 15

    A look at modern database approaches and how Citus scales PG

    2016 · softwareengineeringdaily.com · its alternatives →

  16. 16

    It's not what you say, it's how you say it

    2016 · soundcloud.com · its alternatives →

  17. 17
    BigML▲64

    Machine learning as a service - build predictive apps

    2014 · bigml.com · its alternatives →

  18. 18

    I got tired of the overhead required to run even a simple data analysis - cloud setup, ETL pipelines, orchestration, cost monitoring - so I built a fully local data-stack/IDE where I can write SQL/Py, run it, see results, and iterate quickly and interactively. You get data lake like catalog, zero-ETL, lineage, versioning, and analytics running entirely on your machine. You can import from a database, webpage, CSV, etc. and query in natural language or do your own work in SQL/Pyspark. Connect to local models like Gemma or cloud LLMs like Claude for querying and analysis. You…

    Apr 2026 · stream-sock-3f5.notion.site · its alternatives →

  19. 19

    Agile Data Engineering Platform for Big Data Automation

    2019 · uniphore.com · its alternatives →

  20. 20
    Cluvio▲69

    A new cloud analytics platform based on SQL and R

    2016 · cluvio.com · its alternatives →

  21. 21

    The power of the Wolfram language in the cloud

    2014 · wolfram.com · its alternatives →

  22. 22

    Data is the future but harnessing it is hard

    2016 · feeds.soundcloud.com · its alternatives →

  23. 23

    Data ingestion SaaS tool for raw unstructured data from files, feeds and API responses. Automatic schema generation, data flattening, cleansing and integration.

    2021 · tablum.io · its alternatives →

  24. 24

    A probabilistic data structure service and storage - skizzehq/skizze

    2016 · github.com · its alternatives →

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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →