Turn a working query into clean DataFrame code instead of reverse-engineering joins and group bys by hand.
Paste a SQL query and get equivalent pandas or PySpark DataFrame code — joins, group bys, window functions and filters translated with the imports you need.
Free tier: 3 conversions per month · or unlock forever for $4.99
SQL converted to pandas
Illustrative — every clause is mapped and explained line by line.
Every card is something members actually do inside Datamata — not a vague promise.
Turn a working query into DataFrame code without re-deriving every join and group by yourself.
Output reads like code a Python engineer would write, not a line-by-line transliteration.
A short explanation shows how each SQL clause lands in pandas or Spark so you can trust it.
Outputs pandas or PySpark — pick your target and get idiomatic, runnable code
Feature deep-dives
See it work
Turn a working query into DataFrame code without re-deriving every join and group by yourself.
Try SQL to PandasSQL converted to pandas
Illustrative — every clause is mapped and explained line by line.
Go deeper
Output reads like code a Python engineer would write, not a line-by-line transliteration.
Browse all premium toolsIn practice
A short explanation shows how each SQL clause lands in pandas or Spark so you can trust it.
Try SQL to PandasBuilt for Premium outcomes
Real decisions, not generic templates. Every workflow runs on live market data so your moves are backed by what employers are asking for now.
Outputs pandas or PySpark — pick your target and get idiomatic, runnable code
Handles JOINs, GROUP BY, window functions, CASE logic and filters, not just SELECT *
Includes the imports and a short line-by-line explanation of how the SQL maps over
Quick start guide
Convert in three steps — paste the query, pick pandas or PySpark then copy the runnable code with its imports.
Drop in the full query — aggregations, joins and CASE logic are all supported.
Pick pandas for local analysis or PySpark for distributed jobs on a cluster.
Take the generated snippet plus the imports and the short mapping explanation.
Working in dbt instead? The dbt Model Generator turns the same logic into a staging model.
What's included
Outputs pandas or PySpark — pick your target and get idiomatic, runnable code
Handles JOINs, GROUP BY, window functions, CASE logic and filters, not just SELECT *
Includes the imports and a short line-by-line explanation of how the SQL maps over
Free tier includes monthly conversions; Pro unlocks unlimited runs
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Pro
$9.99/moUnlimited pandas and PySpark conversions with explanations
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