What is a document database and vector database by aishwaripahwa12 · Pull Request #3104 · appwrite/website

aishwaripahwa12 · 2026-07-15T12:19:42Z

Latest SEO blogs

appwrite · 2026-07-15T12:19:47Z

Appwrite Website

Project ID: 69d7efb00023389e8d27

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Project ID: 684969cb000a2f6c0a02

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JWT tokens let functions act on behalf of users while preserving their permissions

greptile-apps · 2026-07-15T12:22:22Z

Greptile Summary

This PR adds two new SEO-focused blog posts — one on document databases and one on vector databases — along with their cover images and cache entries.

Both posts are marked unlisted: true, have valid frontmatter, and reference the author slug aishwari which exists in the repo.
All internal /blog/post/... and /docs/... links in both articles were verified to resolve to existing routes in the repository.
The .optimize-cache.json entries for both images are present (extension differences from the committed .avif files are intentional per project convention).

Confidence Score: 5/5

Two new blog posts adding purely additive content; no code paths, APIs, or application logic are touched.

Both posts are static markdoc files with no logic. All internal links resolve to existing routes, author slugs are valid, cover images and cache entries are present, and the articles are marked unlisted so they won't surface prematurely in the blog index.

No files require special attention.

Important Files Changed

Filename	Overview
src/routes/blog/post/what-is-a-document-database-an-expert-guide-for-developers/+page.markdoc	New blog post explaining document databases; all internal links verified to exist, author slug valid, frontmatter well-formed.
src/routes/blog/post/what-is-a-vector-database-an-ai-developer-guide/+page.markdoc	New blog post explaining vector databases; all internal links verified to exist, frontmatter well-formed.
.optimize-cache.json	Two new cache entries added for the new cover images; both image files have corresponding entries (extension differences between cache and committed files are intentional per project convention).
static/images/blog/what-is-a-document-database-an-expert-guide-for-developers/cover.avif	Cover image for the document database blog post; referenced correctly in frontmatter.
static/images/blog/what-is-a-vector-database-an-ai-developer-guide/cover.avif	Cover image for the vector database blog post; referenced correctly in frontmatter.

_{Reviews (4): Last reviewed commit: "Merge branch 'stardust' into docuemnt-da..." | Re-trigger Greptile}

adityaoberai · 2026-07-22T21:21:17Z

Is this blog supposed to be added here?

adityaoberai

We need to look at all the pieces of content not relevant to Init

adityaoberai · 2026-07-22T21:25:57Z

+Most database tutorials start with tables, rows, and columns. But the data you actually work with in application code rarely looks like a table. It looks like a nested object: a user with an address, a list of orders, and a set of preferences, all in one place. A **document database** stores that object as-is, without flattening it across five normalized tables.
+
+If you have ever spent an afternoon writing a migration just to add one optional field, you already understand the cost this model tries to remove. This guide explains what a document database is, how it stores data, how it differs from a relational database, and when it is the right choice.


We're mentioning what a document database is before we actually describe it. Also, this says NoSQL dbs are easy and convenient but we're not getting into any real problems either. Let's rethink the intro.

@aishwaripahwa12

adityaoberai · 2026-07-22T21:27:23Z

+* [MongoDB](https://www.mongodb.com/docs/manual/) is the most widely used document database, known for its flexible querying and mature tooling.
+* [Amazon DynamoDB](https://docs.aws.amazon.com/dynamodb/) is a managed key-value and document store built for predictable low-latency access at scale.
+* [Apache CouchDB](https://docs.couchdb.org/) focuses on offline-first replication and sync.
+* [Appwrite Databases](/docs/products/databases) offers the document model with built-in permissions, queries, and realtime updates as part of a backend platform.


Not yet, and if we are talking about DocumentsDB, we need to mention it explicitly

@aishwaripahwa12

adityaoberai · 2026-07-22T21:27:32Z

+
+## How Appwrite implements the document model
+
+[Appwrite Databases](/docs/products/databases) is a document database that stores data in collections of JSON-like documents. It keeps the flexibility of the document model while adding the pieces most projects end up needing anyway.


Not currently

This needs to specifically be redefined for DocumentsDB please

@aishwaripahwa12

…or-developers

…de-for-developers/+page.markdoc

greptile-apps

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adityaoberai · 2026-07-27T20:00:29Z

@aishwaripahwa12 please respond to comments here ASAP.

adityaoberai · 2026-07-27T20:13:36Z

+
+## How Appwrite implements the document model
+
+[Appwrite Databases](/docs/products/databases) is a document database that stores data in collections of JSON-like documents. It keeps the flexibility of the document model while adding the pieces most projects end up needing anyway.


This needs to specifically be redefined for DocumentsDB please

seo blogs

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aishwaripahwa12 added 2 commits July 15, 2026 18:15

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adityaoberai changed the base branch from main to stardust July 20, 2026 12:49

adityaoberai reviewed Jul 22, 2026

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Is this blog supposed to be added here?

adityaoberai requested changes Jul 22, 2026

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adityaoberai added 2 commits July 23, 2026 03:11

Merge branch 'stardust' into docuemnt-database-vector-databse-guide-f…

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Update src/routes/blog/post/what-is-a-document-database-an-expert-gui…

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aishwaripahwa12 commented Jul 28, 2026

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		Most database tutorials start with tables, rows, and columns. But the data you actually work with in application code rarely looks like a table. It looks like a nested object: a user with an address, a list of orders, and a set of preferences, all in one place. A document database stores that object as-is, without flattening it across five normalized tables.

		If you have ever spent an afternoon writing a migration just to add one optional field, you already understand the cost this model tries to remove. This guide explains what a document database is, how it stores data, how it differs from a relational database, and when it is the right choice.


		## How Appwrite implements the document model

		[Appwrite Databases](/docs/products/databases) is a document database that stores data in collections of JSON-like documents. It keeps the flexibility of the document model while adding the pieces most projects end up needing anyway.

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Greptile Summary

Confidence Score: 5/5

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adityaoberai commented Jul 27, 2026

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