Apache SparkFree

Spark File Size & Partition Planner

Work out how many files a Spark job should write for a target file size, with partitionBy, task slots and maxRecordsPerFile, and every assumption shown.

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PostgreSQLFree

JSON to PostgreSQL DDL Generator

Paste sample JSON records and get a PostgreSQL CREATE TABLE: inferred types, safe column names, jsonb or flattened nesting, and every decision explained.

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SQL & Data QualityFree

SQL Data Quality Check Generator

Describe a table, pick rules (required, unique, accepted values, non-negative, dates) and get read-only PostgreSQL checks, each explained, plus constraints.

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Who these tools are for

Data engineers, analytics engineers, SQL learners and anyone running Spark or PostgreSQL in production. The tools are free for members: create an account once and use all of them. They run on our server in milliseconds, and what you type is used only to produce the answer. It is never stored, logged or sent anywhere else.

How they are built

Every result comes from plain, deterministic calculations, with no AI guessing and no live database. The pages explain the method, the assumptions and the limits, because a sizing estimate or a generated schema is a starting point for your judgement, not a replacement for it.