Qlik Sense Task Flow Kit — Python automation for the QRS API

If your team uses Qlik Sense Enterprise On-Premise, you already know the

pain: every morning someone has to open QMC, go through the task list one

by one, figure out which reloads failed overnight, and notify the right

people.

When you're managing 40, 60, or 100+ scheduled tasks, that's not a process

— it's a liability.

The Qlik Sense Task Flow Kit solves this with a production-ready Python

automation that plugs directly into the QRS API.

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WHAT IT DOES

→ Connects to Qlik Sense Enterprise using JWT (RS256) + mutual TLS — the

 same authentication your server already requires, fully implemented.

→ Queries all scheduled tasks and filters the ones that failed in the last

 24 hours by status, app name keywords, and execution time.

→ Reads the script log file Qlik generates for each failed task and

 classifies the error:

  - Known transient errors (e.g. Oracle ORA-01555, memory exhaustion,

   ODBC disconnects) → retried automatically via the API.

  - Unknown errors or unreadable logs → alert email sent to your team.

→ Sends an HTML email alert only when manual review is actually needed.

 No noise. No false alarms.

→ Runs on a schedule via Windows Task Scheduler with the included run.bat

 template.

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WHAT'S INCLUDED

✔ Complete Python source code (Python 3.10+)

✔ Multi-environment config (prod / desa / test) via a single JSON file

✔ send_email flag per environment — no code changes between test and prod

✔ Structured logging with daily log rotation

✔ Customizable error pattern list (add your own retryable errors in one line)

✔ Example script showing how to extend the task filter

✔ Full README with setup guide, authentication walkthrough, and

 troubleshooting for common 401/403 errors

✔ run.bat template for Windows Task Scheduler

✔ Commercial license — unlimited internal use for your organization

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WHO IS THIS FOR

→ Data engineers and BI teams running Qlik Sense Enterprise On-Premise

→ Teams tired of manually checking task status every morning

→ Anyone who has lost time debugging a failed reload that nobody noticed

  for hours

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REQUIREMENTS

- Python 3.10 or higher

- Qlik Sense Enterprise On-Premise (QRS API access)

- SSL certificates exported from your Qlik server

- A virtual proxy configured with JWT authentication in QMC

- Network access from the machine running the script to the Qlik server

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LICENSE

One license covers unlimited developers and deployments within a single

organization. See LICENSE.txt included in the download for full terms.