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Fix Docs : minor grammar fixes (#2218)

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* fix(docs): fix typos and some links in documentation

* fix(docs): correct typo in filtering.md

* Update qdrant-landing/content/documentation/headless/snippets/inference/jinaai-upsert/generated/typescript.md

Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>

* Update qdrant-landing/content/documentation/headless/snippets/inference/multiple/generated/typescript.md

Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>

* Update qdrant-landing/content/documentation/hybrid-cloud/configure-scale-upgrade.md

Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>

* Update qdrant-landing/content/documentation/cloud-api.md

Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>

---------

Co-authored-by: Abdon Pijpelink <abdon.pijpelink@qdrant.com>
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Mohamed Arbi
2026-03-26 17:23:36 +01:00
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co-authored by Abdon Pijpelink
parent 3f3ef1ad20
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qdrant-landing/content/course/essentials/day-4/large-scale-ingestion.md
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@@ -27,7 +27,7 @@ Every individual upsert call initiates a transaction that consumes memory and di
## Choosing Your Ingestion Strategy
Qdrant provides several methods for data ingestion, each tailored to different scales and use cases. It should be noted that only the Python client supports the upload_points and upload_collection methods. If you're using Qdrant on a different client then we reccomend using upsert with batch upload for large scale ingestion. [Learn more about bulk operations](/documentation/guides/bulk-operations/).
Qdrant provides several methods for data ingestion, each tailored to different scales and use cases. It should be noted that only the Python client supports the upload_points and upload_collection methods. If you're using Qdrant on a different client then we recommend using upsert with batch upload for large scale ingestion. [Learn more about bulk operations](/documentation/guides/bulk-operations/).
- **upsert (Individual or Batched)**: This is the fundamental operation for adding or updating points. Individual upserts are best suited for real-time updates while batching works best for larger workloads.