Faster PDF Generation for Sparkforge Invoices and Receipts

By Sparkforge Support Team ·Last reviewed May 3, 2026

The PDF pipeline that generates Sparkforge invoice and receipt PDFs is now roughly 80% faster, with P95 latency down 75% and production timeouts eliminated. No configuration is required — every download and automated email benefits automatically.

The PDF generation pipeline behind Sparkforge invoices and receipts has been re-engineered for speed and reliability. Manual downloads from the interface and automated workflow emails both run faster, and timeout failures in production have been eliminated.

What the pipeline does

The PDF pipeline builds the downloadable and email-ready PDFs for invoices and receipts. It runs on direct downloads from the interface and on receipt or invoice emails triggered by automated workflows.

What changed

Average PDF generation time down ~80%
P95 latency down 75% — fast even under load
Production timeout failures eliminated
Every invoice and receipt workflow finishes faster and more reliably
Fewer support tickets for failed or missing PDFs

What you need to do

Nothing. The new pipeline is already live and applies to every invoice and receipt workflow.

Direct downloads from the interface are noticeably faster
Automated workflows that email receipts or invoices complete without timeout errors
No configuration changes required

Performance comparison

Metric	Before	After	Improvement
Average generation time	~14.8 seconds	2.97 seconds	80% faster
P95 latency	~19.5 seconds	4.8 seconds	75% faster
Timeout failures	~1%	0%	100% reliability

Frequently Asked Questions

Do I need to enable anything to get the faster PDF pipeline?

No. The new pipeline is already active across every invoice and receipt workflow — manual downloads and automated emails alike.

What if a PDF still fails or feels slow?

Timeout-related issues have been resolved. If you see a new failure it's likely unrelated to the pipeline upgrade — report it to support so it can be investigated.

Are existing automated workflows upgraded automatically?

Yes. Any workflow that generates an invoice or receipt PDF or emails one to a contact uses the new pipeline automatically.

Can I test the difference?

Yes. Download an invoice manually or trigger a receipt email through a workflow — both should complete noticeably faster than before.

Does this affect other document types?

No. This update applies specifically to invoice and receipt PDFs. Other document types are unchanged.