Adds a step-by-step tutorial for setting up the Datadog Operator and Agent
to scrape Qdrant metrics via OpenMetrics in Kubernetes-based Hybrid Cloud
and Private Cloud deployments, and links it from the section index and the
operations tutorials table.
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
- Move the "Before we get into..." sentence into the Why Vector Type
Matters section (per Neil's clarified intent)
- Replace all custom-styled inline HTML (vector-type badges, best-fit/
watch-for callouts, benchmark boxes) with standard markdown for
consistency with other articles and docs
- Point to "Qdrant's Agent Skills" at qdrant.tech/documentation/skills/
- Switch Option 3 example from scalar quantization to TurboQuant
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
- Convert all diagram embeds from HTML <img> to markdown image syntax
- Trim code snippets to the focal call (drop client/collection boilerplate;
drop the points-generation block in the batching example)
- Move the "break down the difference" line to open the Vector Type section
- Remove the redundant closing sentence in Why Vector Type Matters
- Bold "there is no single configuration that works best for every bulk upload"
- Replace the Capacity Planning link with the Qdrant sizing calculator
(sizing.qdrant.tech)
- Add a pointer to Qdrant Skills for scenario-specific guidance
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
New production-ops article covering bulk upload best practices in Qdrant:
on-disk vector storage, payload indexes, quantization, sparse-index
on-disk storage, batching, parallelization, and sharding — for both
dense and sparse vectors.
Includes:
- content/articles/bulk-uploads-in-qdrant.md
- Cover / preview / social images (preview/)
- Seven flow diagrams (one per option) illustrating the recommended vs
default path for each strategy
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* Add 'Stable Ordering' section to 'Pagination' section
* Add FAQ entry
* Small edits to the Pagination section
* Apply title case to all headers on page
* Small edit
* Allow rust code snippets to start with a comment line
* Include imports in Edge Rust snippets
* Add import per code block; use fqn when class name is ambiguous
* Increase maximum side navigation depth by one
* Break up Text Search guide into multiple pages
* Update links to Text Search guide
* Broken link
* One more broken link
* One more broken link
* Shorten title
