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country
stringclasses
2 values
seq
int64
1
6
kind
stringclasses
4 values
job_id
int64
101
105
title
stringclasses
8 values
employer
stringclasses
6 values
city
stringclasses
6 values
region
stringclasses
6 values
synthetic
bool
1 class
US
1
created
101
Software Engineer
Example Software Co
Austin
TX
true
US
2
created
102
Registered Nurse
Example Health Co
Boston
MA
true
US
3
updated
101
Senior Software Engineer
Example Software Co
Austin
TX
true
US
4
expired
102
Registered Nurse
Example Health Co
Boston
MA
true
US
5
created
103
Data Analyst
Example Analytics Co
Portland
OR
true
US
6
excluded
103
Data Analyst
Example Analytics Co
Portland
OR
true
CA
1
created
101
Software Developer
Example Canadian Software Co
Toronto
ON
true
CA
2
created
104
Registered Nurse
Example Canadian Health Co
Vancouver
BC
true
CA
3
updated
101
Senior Software Developer
Example Canadian Software Co
Toronto
ON
true
CA
4
expired
104
Registered Nurse
Example Canadian Health Co
Vancouver
BC
true
CA
5
created
105
Data Engineer
Example Canadian Data Co
Montreal
QC
true
CA
6
updated
105
Senior Data Engineer
Example Canadian Data Co
Montreal
QC
true

Job Feed Sync Test Kit: US and Canada

A small, original test dataset from The Jobs API for developers who need to keep a job database current.

Every job, employer and event is synthetic. This is not a live jobs dataset, a representative market sample or training data for hiring decisions. The schema is deliberately simplified for offline testing. It is not the exact response schema of The Jobs API or its Apify Actors.

What you can test

  • Adding a new job and replacing a changed job.
  • Removing an expired job.
  • Removing a job excluded from a feed, without claiming it has closed.
  • Replaying the same batch without duplicates or restoring a removed job.
  • Rolling back both records and checkpoints if a batch fails.
  • Keeping separate checkpoints for US and Canada.
  • Handling the same numeric job ID in two country feeds.

12 events across two feeds leave three active synthetic records. Sequence numbers are ordered within each country. expected-active.json provides the answer for automated checks. For real integrations, use the identifier namespace documented by the provider.

Files

  • events.csv: flat fixture, also suitable for a spreadsheet.
  • events.jsonl: identical fixture in JSON Lines format.
  • expected-active.json: expected active records after replay.
  • replay.py: runnable Python example using only the standard library.
  • walkthrough.ipynb: notebook with the same offline example.
  • build.py: reproducible fixture generator.

Run locally

Download the files into one folder and run:

python3 replay.py

The script uses an in-memory SQLite database for an isolated demonstration. It makes no network requests and needs no account or API key. It tests an interrupted transaction, retries, then checks the result against the expected records.

Notebook

In Kaggle, add the dataset and copy the fixture files into the notebook working directory before running the example. Alternatively, download and run walkthrough.ipynb locally with all files beside it. No paid compute or internet access is needed for the example.

Important limits

This is an educational fixture. It does not model every production condition. A real importer must also validate the provider's current schema, retention rules, ordering guarantees, pagination, authentication and retry guidance. Do not advance a checkpoint until the corresponding batch is safely applied. Do not run two writers against the same checkpoint without coordination.

excluded means a job no longer belongs in the feed. It does not prove that the employer closed the job. Missing fields should stay missing.

Looking for real job data?

The Jobs API provides US and Canadian job data with public documentation, authentication instructions and a change-feed guide. The offline test kit is free and does not require a subscription.

Provenance and license

Created by The Jobs API on October 18, 2026. All fixtures were written specifically for this test kit. No competitor dataset, employer posting or personal information was copied. Code, documentation and synthetic fixture files are provided under the MIT License in LICENSE.

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