Convert JSONL to PostgreSQL

Upload a .json or .ndjson file and get back a PostgreSQL SQL script you can load straight into your database. Types are preserved rather than flattened to text. Free, no registration, up to 10MB.

Click to upload or drag and drop

CSV, Excel, SQLite, SQL, DBF (max 10 MB)

How your data is typed in PostgreSQL

Generated from the converter's own PostgreSQL type mapping — this is what it actually emits, not an example.

Your dataPostgreSQL type
Whole numberBIGINT
Decimal (money)NUMERIC(10,2)
Floating pointDOUBLE PRECISION
True / falseBOOLEAN
DateDATE
Date and timeTIMESTAMP
Short textTEXT
Long textTEXT
Binary dataBYTEA

Working from a .jsonl file

JSON Lines and NDJSON are the same format under two names, and .jsonl is the spelling used by jq pipelines, Spark and machine-learning tooling. The content converts identically; only the file name causes trouble.

  • The .jsonl extension is not one the uploader recognises. Rename the file to .ndjson or .json - nothing inside it has to change.
  • Tools that write JSON Lines usually emit a directory of shards, part-00000.jsonl and so on. Only one convertible file per upload is accepted, and with no enclosing array to merge, cat part-*.jsonl > all.ndjson is the whole job.
  • Relaxed JSON is not JSON: trailing commas, single quotes and unquoted keys fail to parse, which is what a file written in a JSON5-ish mode will do. Running it through jq normalises it.

What the PostgreSQL script contains

The conversion produces one dump.sql with a README beside it, zipped. It is a script you can open, grep and edit before you run it rather than an archive a tool has to unpack, and it is deliberately sparing in what it declares.

  • Every string column is declared TEXT, whatever length the source declared for it. PostgreSQL stores a short value in a TEXT column exactly as cheaply as in a VARCHAR, and an unbounded column cannot reject a row on load for being a few characters too long.
  • Identifiers are all double-quoted, and even so a name on PostgreSQL's reserved list is given a trailing underscore: a column called user arrives as user_, order as order_, limit as limit_.
  • A decimal column whose source declared no scale is given six decimal places rather than none, keeping whatever precision it did declare: NUMERIC(10,6) from a source that said 10, and NUMERIC(18,6) from one that declared neither. A scale of zero would have the server round 19.99 to 20 as it loaded.

Reading JSONL

  • JSON types are trusted: 1 and "1" stay different things.
  • Numbers with a decimal point are read as exact decimals rather than floats.
  • Both an array of objects and newline-delimited JSON work, and a wrapped array like {"data": [...]} is unwrapped automatically.
  • Nested objects are kept as JSON rather than flattened into invented column names.

Writing PostgreSQL

  • Backslashes are left alone, because PostgreSQL treats them as ordinary characters — doubling them would corrupt every Windows path.
  • Auto-increment columns become GENERATED BY DEFAULT AS IDENTITY.
  • Binary data is written as bytea, and identifiers respect the 63-character limit.

What you get

A ZIP containing dump.sql, plus a README with the exact command to load it. If anything about your data needed a judgement call, a _warnings.txt explains it.

Load this dump into PostgreSQL:

  psql -U USER -d DATABASE -f dump.sql

Create the database first if it does not exist:

  createdb -U USER DATABASE

Questions

Is converting JSONL to PostgreSQL free?
Yes. Files up to 10MB convert free with no account. There is a limit of five conversions per day per IP address.
Will my JSONL data keep its types in PostgreSQL?
Yes — that is the point. Whole numbers, decimals, dates and booleans are mapped to real PostgreSQL types rather than everything becoming text. The mapping table above shows exactly what you get.
Do you store my file?
No. The file is written to a temporary directory, converted, and the directory is deleted as soon as your download has been sent.

This conversion, under other names

Convert JSONL to something else

Convert something else to PostgreSQL