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68a95c3b5e79d242619e1565-0 | 68a95c3b5e79d242619e1565 | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/run-command | Run a Database Command | # Run a Database Command
## Overview
In this guide, you can learn how to use PyMongo to run a database command. You can use database commands to perform a variety of administrative and diagnostic tasks, such as fetching server statistics, initializing a replica set, or running an aggregation pipeline.
The library pr... | [
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... |
68a95c3b5e79d242619e1565-1 | 68a95c3b5e79d242619e1565 | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/run-command | Run a Database Command | ## Type Hints
The `Database.command()` method can decode the returned BSON documents to instances of a specific class. To specify this class, construct a `CodecOptions` object and pass the class name. The class can be one of the following types:
- `bson.raw_bson.RawBSONDocument`. To learn more about the `RawBSONDocum... | [
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0... |
68a95c3b5e79d242619e155b-0 | 68a95c3b5e79d242619e155b | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/reference/previous-versions | Previous Versions | # Previous Versions
The following links direct you to documentation for previous versions of PyMongo.
- Version 4.6
- Version 4.5
- Version 4.4
- Version 4.3
- Version 4.2
- Version 4.1
- Version 4.0
- Version 3.13 | [
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-... |
68a95c3b5e79d242619e1555-0 | 68a95c3b5e79d242619e1555 | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/data-formats/dates-and-times | Dates and Times | # Dates and Times
## Overview
In this guide, you can learn how to handle Python `datetime` objects in PyMongo.
### Terminology
Python uses a dedicated data type, `datetime.datetime`, to represent dates and times. MongoDB stores `datetime` values in *coordinated universal time (UTC)*, a global time standard local to... | [
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68a95c3b5e79d242619e1555-1 | 68a95c3b5e79d242619e1555 | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/data-formats/dates-and-times | Dates and Times | ## Storing datetimes
For consistency, store only UTC `datetime` values to MongoDB. When you use PyMongo to create or update a field containing a `datetime` value, the driver first checks whether the `datetime` value is naive or aware:
- If the `datetime` is naive, PyMongo assumes the `datetime` is in UTC and stores i... | [
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68a95c3b5e79d242619e1555-2 | 68a95c3b5e79d242619e1555 | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/data-formats/dates-and-times | Dates and Times | ### OverflowError When Decoding Dates Stored by Another Language's Driver
PyMongo decodes BSON `datetime` values to instances of Python's `datetime.datetime` class. Instances of `datetime.datetime` are limited to years between `datetime.MINYEAR` (1) and `datetime.MAXYEAR` (9999). Some MongoDB drivers can store BSON da... | [
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69a137545ebfad7ec1c0880a-0 | 69a137545ebfad7ec1c0880a | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/integrations/flask-migrate-to-mongo | Tutorial: Migrate Flask From SQL to MongoDB | # Tutorial: Migrate Flask From SQL to MongoDB
## Overview
This tutorial shows you how to migrate a Flask application from SQL to MongoDB. Specifically, the tutorial converts an example blog application that uses SQLAlchemy to one that uses Flask-PyMongo.
The example application includes the following features:
- Cr... | [
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69a137545ebfad7ec1c0880a-1 | 69a137545ebfad7ec1c0880a | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/integrations/flask-migrate-to-mongo | Tutorial: Migrate Flask From SQL to MongoDB | ### Update the Flask application routes
Replace the contents of your `routes.py` file with the following code:
```python
from flask import render_template, url_for, flash, \
redirect, request
from app import app, mongo
from bson.objectid import ObjectId
from app.models import Post
from app.forms imp... | [
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68a95c3b5e79d242619e155c-0 | 68a95c3b5e79d242619e155c | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/crud/query | Query | # Query
## Overview
On this page, you can see copyable code examples that show common methods you can use to find documents with PyMongo.
To learn more about any of the methods shown on this page, see the link provided in each section.
To use an example from this page, copy the code example into the sample applicat... | [
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68a95c3b5e79d242619e153a-0 | 68a95c3b5e79d242619e153a | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/get-started | Get Started with PyMongo | # Get Started with PyMongo
## Overview
PyMongo is a Python package that you can use to connect to and communicate with MongoDB. This guide shows you how to create an application that uses PyMongo to connect to a MongoDB cluster hosted on MongoDB Atlas.
MongoDB Atlas is a fully managed cloud database service that hos... | [
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68a95c3b5e79d242619e1551-0 | 68a95c3b5e79d242619e1551 | pymongo | PyMongo | https://mongodb.com/docs/languages/python/pymongo-driver/current/monitoring-and-logging/monitoring | Monitoring | # Monitoring
## Overview
In this guide, you can learn how to configure **monitoring** in PyMongo by using PyMongo's callback-based interface. Monitoring is the process of gathering information about your application's behavior as it runs. This information can help you make informed decisions when designing and debugg... | [
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69afb7ec9a04e6cf66167020-0 | 69afb7ec9a04e6cf66167020 | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current | MongoDB PyMongoArrow | # MongoDB PyMongoArrow
## Introduction
**PyMongoArrow** is a PyMongo extension containing tools for loading MongoDB query result-sets as Apache Arrow tables, NumPy arrays, and Pandas or Polars DataFrames. PyMongoArrow is the recommended way to materialize MongoDB query result-sets as contiguous-in-memory typed array... | [
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... |
69afb7ec9a04e6cf66167032-0 | 69afb7ec9a04e6cf66167032 | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/reference/previous-versions | Documentation for Versions 0.4 to 1.2 | # Documentation for Versions 0.4 to 1.2
The following links direct you to documentation for previous versions of PyMongoArrow:
- Version 1.2
- Version 1.1
- Version 1.0
- Version 0.7
- Version 0.6
- Version 0.5
- Version 0.4 | [
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-... |
69afb7ec9a04e6cf66167026-0 | 69afb7ec9a04e6cf66167026 | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/reference/comparison | Compare PyMongoArrow to PyMongo | # Compare PyMongoArrow to PyMongo
In this guide, you can learn about the differences between PyMongoArrow and the PyMongo driver. This guide assumes familiarity with basic PyMongo and MongoDB concepts.
## Reading Data
The most basic way to read data using PyMongo is:
```python
coll = db.benchmark
f = list(coll.find... | [
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69afb7ec9a04e6cf6616701e-0 | 69afb7ec9a04e6cf6616701e | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/get-started | Get Started with PyMongoArrow | # Get Started with PyMongoArrow
This tutorial is intended as an introduction to working with **PyMongoArrow**. The tutorial assumes the reader is familiar with basic PyMongo and MongoDB concepts.
## Install PyMongoArrow
For information about compatibility with PyMongo, PyArrow, and your operating system, see the Com... | [
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69afb7ec9a04e6cf6616701e-1 | 69afb7ec9a04e6cf6616701e | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/get-started | Get Started with PyMongoArrow | ### Ignore Empty Values
The `write()` method optionally accepts a boolean `exclude_none` parameter. If you set this parameter to `True`, the driver doesn't write empty values to the database. If you set this parameter to `False` or leave it blank, the driver writes `None` for each empty field.
The code in the followi... | [
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69afb7ec9a04e6cf66167042-0 | 69afb7ec9a04e6cf66167042 | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/schemas | Schema Examples | # Schema Examples
This guide shows examples of how to use PyMongoArrow schemas in common situations.
## Nested Data with Schema
When performing aggregate or find operations, you can provide a schema for nested data by using the `struct` object. There can be conflicting names in sub-documents compared to their parent... | [
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69afb7ec9a04e6cf66167023-0 | 69afb7ec9a04e6cf66167023 | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/issues-and-help | Issues & Help | # Issues & Help
In this guide, you can learn how to report issues, suggest new features, and contribute to PyMongoArrow.
You can find support for general questions by using the MongoDB Stack Overflow tag or the MongoDB Reddit community.
## Bugs and Feature Requests
To report a bug or to request a new feature in PyM... | [
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69afb7ed9a04e6cf66167066-0 | 69afb7ed9a04e6cf66167066 | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/data-types | Data Types | # Data Types
PyMongoArrow supports a majority of the BSON types. Because Arrow and Polars provide first-class support for Lists and Structs, this includes embedded arrays and documents.
Support for additional types will be added in subsequent releases.
For more information about BSON types, see the BSON specificatio... | [
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69afb7ed9a04e6cf66167066-1 | 69afb7ed9a04e6cf66167066 | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/data-types | Data Types | ## Strict Type Adherence
When you provide a schema for data in PyMongoArrow v1.9 and later, the driver enforces strict type adherence. If a field value had a type mismatch with the schema's type for that field, the driver raises a `TypeError`. `NaN` is a valid type for all fields.
To suppress `TypeErrors` and silentl... | [
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69afb7ec9a04e6cf66167036-0 | 69afb7ec9a04e6cf66167036 | pymongo-arrow | PyMongo Arrow Driver | https://mongodb.com/docs/languages/python/pymongo-arrow-driver/current/reference/release-notes | Release Notes | # Release Notes
## Changes in Version 1.14.0
PyMongoArrow v1.14.0 drops support for PyArrow 23.0.
- Adds support for PyArrow 24.0
- Fixes an issue where running `find_all` in parallel on an empty result set raised an error
To learn more about this release, see the 1.14.0 Release Notes on GitHub.
## Changes in Ver... | [
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68a95c2b5e79d242619df72c-0 | 68a95c2b5e79d242619df72c | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/vector-search | Run a MongoDB Vector Search Query | # Run a MongoDB Vector Search Query
## Overview
In this guide, you can learn how to perform searches on your documents by using the MongoDB Vector Search feature. The Ruby driver allows you to perform MongoDB Vector Search queries by using the aggregation framework. To learn more about performing aggregations, see th... | [
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68a95c2b5e79d242619df6a4-0 | 68a95c2b5e79d242619df6a4 | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/connect/csot | Limit Server Execution Time | # Limit Server Execution Time
## Overview
In this guide, you can learn how to use the `timeout_ms` option to set a timeout for server operations.
When you use the Ruby driver to perform a server operation, you can limit the duration allowed for the server to finish the operation. To do so, specify a **client-side op... | [
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68a95c2b5e79d242619df706-0 | 68a95c2b5e79d242619df706 | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/reference/upgrade | Upgrade Driver Versions | # Upgrade Driver Versions
## Overview
In this section, you can identify the changes you must make to your application to upgrade your driver to a new version.
Before you upgrade, perform the following actions:
- Ensure the new driver version is compatible with the MongoDB Server versions your application connects t... | [
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... |
68a95c2b5e79d242619df6d3-0 | 68a95c2b5e79d242619df6d3 | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/indexes/atlas-search-index | MongoDB Search and MongoDB Vector Search Indexes | # MongoDB Search and MongoDB Vector Search Indexes
## Overview
In this guide, you can learn how to programmatically manage your MongoDB Search and MongoDB Vector Search indexes by using the Ruby driver.
The MongoDB Search feature enables you to perform full-text searches on collections hosted on MongoDB. To learn mo... | [
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69a67d113328a617852a786c-0 | 69a67d113328a617852a786c | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/connect/server-selection | Server Selection | # Server Selection
## Overview
The MongoDB Ruby Driver follows a defined algorithm or the read preference defined in the client options when selecting a server to read or write from.
## Server Selection Algorithm
When the Ruby driver executes a read operation, it performs the following steps, in order, to select a ... | [
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69a67d113328a617852a7881-0 | 69a67d113328a617852a7881 | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/crud/query | Query Documents | # Query Documents
## Overview
On this page, you can see copyable code examples that show common Ruby driver methods you can use to read data from MongoDB.
To learn more about any of the methods shown on this page, see the link provided in each section.
To use an example from this page, copy the code example into th... | [
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69a67d113328a617852a7887-0 | 69a67d113328a617852a7887 | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/crud/query/count | Count Documents | # Count Documents
## Overview
In this guide, you can learn how to use the Ruby driver to retrieve an accurate and estimated count of the number of documents in a collection. The following methods count documents in a collection:
- `count_documents`: Returns the exact number of documents that match a query filter or ... | [
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68a95c2b5e79d242619df6db-0 | 68a95c2b5e79d242619df6db | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/indexes/multikey-index | Multikey Indexes | # Multikey Indexes
## Overview
**Multikey indexes** are indexes that improve the performance of queries on array-valued fields. You can create a multikey index on a collection by using the `create_one` method and the same syntax that you use to create a single field index.
When creating a multikey index, you must sp... | [
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69a67d113328a617852a7877-0 | 69a67d113328a617852a7877 | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/crud/configure-crud | Configure CRUD Operations | # Configure CRUD Operations
## Overview
In this guide, you can learn how to use the **write concern**, **read concern**, and **read preference** configurations to modify the way that MongoDB runs create, read, update, and delete (CRUD) operations on replica sets.
You can set write concern, read concern, and read pre... | [
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0.00480732368305325... |
69a67d113328a617852a7877-1 | 69a67d113328a617852a7877 | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/crud/configure-crud | Configure CRUD Operations | ## Retryable Reads and Writes
The Ruby driver automatically retries certain read and write operations once if they fail due to a network or server error.
You can explicitly disable modern retryable reads or retryable writes by setting the `retry_reads` or `retry_writes` options to `false` when you create a new client... | [
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69a67d113328a617852a78dd-0 | 69a67d113328a617852a78dd | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/logging-and-monitoring/open-telemetry | Trace with OpenTelemetry | # Trace with OpenTelemetry
## Overview
In this guide, you will learn how to use OpenTelemetry tracing with the Ruby driver. OpenTelemetry is an open source observability framework that provides a standardized way to instrument, generate, collect, and export telemetry data.
The Ruby driver supports OpenTelemetry trac... | [
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69a67d113328a617852a78dd-1 | 69a67d113328a617852a78dd | ruby-driver | Ruby Driver | https://mongodb.com/docs/ruby-driver/current/logging-and-monitoring/open-telemetry | Trace with OpenTelemetry | ## Error Handling
When operations fail, the driver records exceptions in the span by using OpenTelemetry's exception recording mechanism. The span status is then set to `ERROR`.
For MongoDB operation failures, the `db.response.status_code` attribute contains the error code.
Errors do not prevent the driver from rais... | [
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68a95c2f5e79d242619dfbec-0 | 68a95c2f5e79d242619dfbec | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/issues-and-help | Issues & Help | # Issues & Help
We are lucky to have a vibrant MongoDB Rust community that includes users with varying levels of experience using the Rust driver.
You can find support for general questions by using the MongoDB Stack Overflow tag or the MongoDB Reddit community.
To learn more, visit the support channels.
## Bugs / ... | [
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69d7454c549f5046064e2e33-0 | 69d7454c549f5046064e2e33 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/bulk | Bulk Operations | # Bulk Operations
## Overview
In this guide, you can learn how to use the Rust driver to perform **bulk operations**.
Bulk operations perform multiple write operations against one or more **namespaces**. A namespace is a combination of the database name and the collection name, in the format `<database>.<collection>... | [
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69d7454c549f5046064e2e33-1 | 69d7454c549f5046064e2e33 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/bulk | Bulk Operations | ### Replace
To perform a bulk replace operation, create a `ReplaceOneModel` instance for each document you want to replace. Then, pass a list of models to the `bulk_write()` method.
The following table describes `ReplaceOneModel` fields that you can set by calling their corresponding builder methods:
<table>
<tr>
<t... | [
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-0.0213500913232564... |
69d7454c549f5046064e2e33-2 | 69d7454c549f5046064e2e33 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/bulk | Bulk Operations | ### Delete
To perform a bulk delete operation, create a `DeleteOneModel` or `DeleteManyModel` instance for each delete operation. Then, pass a list of models to the `bulk_write()` method. A `DeleteOneModel` deletes only one document that matches a filter, while a `DeleteManyModel` deletes all documents that match a fi... | [
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... |
69d7454c549f5046064e2e33-3 | 69d7454c549f5046064e2e33 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/bulk | Bulk Operations | ### Example
This example attempts to perform update and insert operations on the `mushrooms` collection. The following code sets the `ordered` field to `false` by chaining the `ordered()` method to the `bulk_write()` method:
```rust
let mushrooms: Collection<Document> = client.database("db").collection("mushrooms");
... | [
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69d7454c549f5046064e2f25-0 | 69d7454c549f5046064e2f25 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/vector-search | MongoDB Vector Search | # MongoDB Vector Search
## Overview
In this guide, you can learn how to perform searches on your documents by using the MongoDB Vector Search feature. The Rust driver allows you to perform MongoDB Vector Search queries by using the aggregation framework. To learn more about performing aggregations, see the Aggregatio... | [
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-... |
69d7454c549f5046064e2eca-0 | 69d7454c549f5046064e2eca | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/indexes | Indexes | # Indexes
## Overview
In this guide, you can learn how to use the Rust driver to create and manage **indexes**. Indexes are special data structures that improve query performance in MongoDB.
If you perform a query on a collection without any indexes, MongoDB scans every document to find matches. These collection sca... | [
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69d7454c549f5046064e2eca-1 | 69d7454c549f5046064e2eca | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/indexes | Indexes | ### Text Indexes
A text index supports text query queries on string content. This index references a field with a string value or a string array value. MongoDB supports text query for several languages. When you create a text index, you can specify the default language as an option.
A collection can only contain one ... | [
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... |
69d7454c549f5046064e2ef7-0 | 69d7454c549f5046064e2ef7 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/security/authentication | Authentication Mechanisms | # Authentication Mechanisms
## Overview
In this guide, you can learn how to authenticate to MongoDB by using the **authentication mechanisms** available in MongoDB Server. Authentication mechanisms are processes by which the driver and server confirm the identity of a client to ensure security before connecting.
To ... | [
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69d7454c549f5046064e2e45-0 | 69d7454c549f5046064e2e45 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/delete | Delete Documents | # Delete Documents
## Overview
In this guide, you can learn how to remove documents from your MongoDB collections using **delete operations**.
This guide includes the following sections:
- Sample Data for Examples presents the sample data that is used by the delete operation example
- Delete Operations describes h... | [
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69d7454c549f5046064e2e45-1 | 69d7454c549f5046064e2e45 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/delete | Delete Documents | ### Full File Example: Delete Multiple Documents
This example deletes all documents that match a query filter from the `restaurants` collection in the `sample_restaurants` database. The `delete_many()` method deletes documents in which the value of the `borough` field is `"Manhattan"` and the value of the `address.str... | [
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... |
69d7454c549f5046064e2e9c-0 | 69d7454c549f5046064e2e9c | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/web-app-tutorial | CRUD Web App with Rocket | # CRUD Web App with Rocket
## Overview
In this tutorial, you can learn how to create a Rust web application by using the Rocket web framework. The Rust driver allows you to leverage features such as memory management, lifetimes, and database pooling to improve your application's performance.
After you complete this ... | [
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0.... |
69d7454c549f5046064e2e9c-1 | 69d7454c549f5046064e2e9c | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/web-app-tutorial | CRUD Web App with Rocket | ### Write CRUD operation routes.
#### Create
When you attempt to create data in MongoDB, there are two possible outcomes:
- Document is successfully created, so your app returns `HTTP 201`.
- Error occurred during insertion, so your app returns `HTTP 400`.
Paste the following `create_recipe()` route under the `// ... | [
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69d7454c549f5046064e2e96-0 | 69d7454c549f5046064e2e96 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/update/replace | Replace Documents | # Replace Documents
## Overview
In this guide, you can learn how to use the Rust driver to replace documents in a MongoDB collection by using the `replace_one()` method.
Replace operations remove all existing fields of a document except for the `_id` field and substitute the removed fields with new fields and values... | [
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... |
69d7454c549f5046064e2e96-1 | 69d7454c549f5046064e2e96 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/crud/update/replace | Replace Documents | ## Modify Replace Behavior
You can modify the behavior of the `replace_one()` method by calling options methods that set `ReplaceOptions` struct fields.
You can set `ReplaceOptions` fields by chaining option builder methods directly to the `replace_one()` method call. If you're using an earlier version of the driver,... | [
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69d7454c549f5046064e2f18-0 | 69d7454c549f5046064e2f18 | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/security/authentication/oidc | OIDC (Workload Identity Federation) | # OIDC (Workload Identity Federation)
## Overview
The MONGODB-OIDC authentication mechanism requires MongoDB Server v7.0 or later running on a Linux platform.
The Rust driver supports OpenID Connect (**OIDC**) authentication for **workload identities**. A workload identity is an identity you assign to a software wor... | [
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69d7454c549f5046064e2f1a-0 | 69d7454c549f5046064e2f1a | rust | Rust Driver | https://mongodb.com/docs/drivers/rust/current/security/authentication/scram | SCRAM | # SCRAM
## Overview
**Salted Challenge Response Authentication Mechanism (SCRAM)** is a family of authentication mechanisms that use a username and password to authenticate to a server.
The Rust driver supports the following SCRAM-based authentication mechanisms:
- SCRAM-SHA-256: An authentication mechanism that us... | [
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-0.01056334562599659,
... |
6a8940c56b548fccc780d8ae-0 | 6a8940c56b548fccc780d8ae | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/connect/connection-options/connection-pools | Connection Pools | # Connection Pools
## Overview
In this guide, you can learn about how the Scala driver uses connection pools to manage connections to a MongoDB deployment and how you can configure connection pool settings in your application.
A connection pool is a cache of open database connections maintained by the Scala driver. ... | [
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6a8940c56b548fccc780d8b1-0 | 6a8940c56b548fccc780d8b1 | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/connect/connection-options/network-compression | Compress Network Traffic | # Compress Network Traffic
## Overview
MongoDB drivers can compress the messages sent to and received from MongoDB Server. This reduces the amount of data transferred for each operation. Compression can improve performance over constrained networks and lower the data transfer costs associated with running MongoDB Atl... | [
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6a8940c56b548fccc780d8e0-0 | 6a8940c56b548fccc780d8e0 | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/mongodb-search | Run MongoDB Search Queries | # Run MongoDB Search Queries
## Overview
In this guide, you can learn how to use the Scala driver to run MongoDB Search queries on a collection. MongoDB Search enables you to perform full-text searches on your collections. MongoDB Search indexes specify the behavior of the search and the fields to index.
To learn ho... | [
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6a8940c56b548fccc780d8e0-1 | 6a8940c56b548fccc780d8e0 | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/mongodb-search | Run MongoDB Search Queries | ## Use Search Operators
the MongoDB Search and MongoDB Vector Search Indexes guide
```scala
val searchStage = Aggregates.search(
SearchOperator.compound()
.must(
Iterable(
SearchOperator.in(fieldPath("genres"), List("Comedy")),
SearchOperator.phrase(fieldPath("fullplot"), "new york"),
... | [
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6a8940c56b548fccc780d8d1-0 | 6a8940c56b548fccc780d8d1 | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/crud/update | Update Documents | # Update Documents
## Overview
In this guide, you can learn how to use the Scala driver to update documents in a MongoDB collection by using the `updateOne()` and `updateMany()` methods.
### Sample Data
The examples in this guide use the `restaurants` collection in the `sample_restaurants` database from the Atlas s... | [
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6a8940c56b548fccc780d8d1-1 | 6a8940c56b548fccc780d8d1 | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/crud/update | Update Documents | ### Return Value
The `updateOne()` and `updateMany()` methods each return an `UpdateResult` object. You can use the following methods to access information from an `UpdateResult` instance:
<table>
<tr>
<th id="Method">
Method
</th>
<th id="Description">
Description
</th>
</tr>
<tr>
<td headers="Method">
`getMatched... | [
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0.007772758137434721,
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-... |
6a8940c56b548fccc780d8be-0 | 6a8940c56b548fccc780d8be | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/crud/query/count | Count Documents | # Count Documents
## Overview
In this guide, you can learn how to use the Scala driver to retrieve an accurate and estimated count of the number of documents in a collection. The following methods count documents in a collection:
- `countDocuments()`: Returns the exact number of documents that match a query filter o... | [
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6a8940c56b548fccc780d8ad-0 | 6a8940c56b548fccc780d8ad | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/connect/connection-options | Specify Connection Options | # Specify Connection Options
## Overview
This page describes the MongoDB connection and authentication options available in the Scala driver and explains how to specify them for your MongoDB connection.
### Set Options in the Connection URI
If you pass a connection URI to the `MongoClient()` constructor, you can in... | [
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6a8940c56b548fccc780d8ad-1 | 6a8940c56b548fccc780d8ad | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/connect/connection-options | Specify Connection Options | ### authMechanismProperties
Options specific to the authentication mechanism. Not required for all authentication mechanisms.
*Data Type:* `string`
*Example:*
```scala
val uri = "mongodb://localhost:27017/?authMechanismProperties=AWS_SESSION_TOKEN:12435"
val mongoClient = MongoClient(uri)
```
### authSource
The d... | [
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6a8940c56b548fccc780d8ad-2 | 6a8940c56b548fccc780d8ad | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/connect/connection-options | Specify Connection Options | ### srvAllowedHostsSuffix
The domain suffix that the driver uses to validate the host names returned by the SRV record lookup, instead of the domain inferred from the SRV host name. If the value doesn't begin with a period (`.`), the driver adds one. The driver uses this setting only with the SRV connection protocol.
... | [
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... |
68a95c355e79d242619e0ab2-0 | 68a95c355e79d242619e0ab2 | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current | MongoDB Scala Driver | # MongoDB Scala Driver
## Introduction
Welcome to the documentation site for the MongoDB Scala Driver, the official MongoDB driver for Scala applications.
## Get Started
Learn how to install the driver, establish a connection to MongoDB, and begin working with data in the Get Started with the Scala Driver tutorial.... | [
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6a8940c56b548fccc780d8c6-0 | 6a8940c56b548fccc780d8c6 | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/crud/query/project | Specify Fields To Return | # Specify Fields To Return
## Overview
In this guide, you can learn how to use the Scala driver to specify which fields to return from a read operation by using a **projection**. A projection is a document that specifies which fields MongoDB returns from a query.
### Sample Data
The examples in this guide use the `... | [
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68a95c355e79d242619e0a6f-0 | 68a95c355e79d242619e0a6f | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/connect/mongoclient | Create a MongoClient | # Create a MongoClient
## Overview
To connect to a MongoDB deployment, you need two things:
- A **connection URI**, also known as a *connection string*, which tells the Scala driver which MongoDB deployment to connect to.
- A **MongoClient** object, which creates the connection to and allows you to perform operatio... | [
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... |
68a95c355e79d242619e0a9f-0 | 68a95c355e79d242619e0a9f | scala | Scala Driver | https://mongodb.com/docs/languages/scala/scala-driver/current/security/encrypt | In-Use Encryption | Version 8.2.0 of `mongocryptd` might not run on Windows. This bug affects In-Use Encryption with the driver if you specify the `--logpath NUL` argument when starting `mongocryptd`.
To learn more about this issue and how to resolve it, see Known Issues in the MongoDB 8.2 Release Notes.
The Scala driver uses the mongod... | [
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-... |
6a29037dcf3722a2e3ce8b83-0 | 6a29037dcf3722a2e3ce8b83 | search | Atlas Search | https://mongodb.com/docs/search/query/accuracy | Improve Accuracy | # Improve Accuracy
## How do I improve the accuracy of my search results?
To improve the accuracy of your search results, you can use MongoDB Search support for the following features.
### Customize the Score
MongoDB Search assigns a score to every document in the result set based on relevance and returns the resul... | [
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6a927b9e4f25feb7b9028f40-0 | 6a927b9e4f25feb7b9028f40 | search | Atlas Search | https://mongodb.com/docs/search/indexes/field-types/date-facet-type | How to Index Date Fields For Faceted Search | # How to Index Date Fields For Faceted Search
dateDateFacet`dateFacet`Field Propertiessample_mflix.moviesdateYou can use the MongoDB Search `dateFacet` type for indexing date values for faceting.
MongoDB Search only supports facet operator queries against fields indexed as the `dateFacet` type. To perform a normal se... | [
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-... |
6a29037dcf3722a2e3ce8bc1-0 | 6a29037dcf3722a2e3ce8bc1 | search | Atlas Search | https://mongodb.com/docs/search/query/operators-collectors/text | `text` (MongoDB Search Operator) | # `text` (MongoDB Search Operator)
## Definition
The `text` operator performs a full-text search using the analyzer that you specify in the index configuration. If you omit an analyzer, the `text` operator uses the default standard analyzer.
You can use the `text` operator to search for exact matches to single-word ... | [
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... |
6a29037dcf3722a2e3ce8bc1-1 | 6a29037dcf3722a2e3ce8bc1 | search | Atlas Search | https://mongodb.com/docs/search/query/operators-collectors/text | `text` (MongoDB Search Operator) | ### Basic Example
The following MongoDB Search query uses the `text` operator to search the `title` field in the `movies` collection for the term `surfer`. It includes a `$project` stage to:
- Exclude all fields except `title`
- Add a field named `score`
```json
db.movies.aggregate([
{
$search: {
"text"... | [
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6a29037dcf3722a2e3ce8bc1-2 | 6a29037dcf3722a2e3ce8bc1 | search | Atlas Search | https://mongodb.com/docs/search/query/operators-collectors/text | `text` (MongoDB Search Operator) | ### Fuzzy Examples
The following queries use the `text` operator to search the `title` field in the `movies` collection for terms that are within one character variation of each term in the `query` phrase `naw yark`. MongoDB Search returns different results depending on whether you use the default `fuzzy` options or d... | [
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6a29037dcf3722a2e3ce8bc1-3 | 6a29037dcf3722a2e3ce8bc1 | search | Atlas Search | https://mongodb.com/docs/search/query/operators-collectors/text | `text` (MongoDB Search Operator) | ### Synonyms Examples
The following examples use the `text` operator to search the `plot` field in the `sample_mflix.movies` namespace. MongoDB Search returns results based on the type of mapping in the synonym source collection, `synonymous_terms`, specified in the synonym mapping definition of the index for the `sam... | [
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6a29037dcf3722a2e3ce8bc1-4 | 6a29037dcf3722a2e3ce8bc1 | search | Atlas Search | https://mongodb.com/docs/search/query/operators-collectors/text | `text` (MongoDB Search Operator) | ```json
[
{
plot: 'A young driver, Speed Racer, aspires to be champion of the racing world with the help of his family and his high-tech Mach 5 automobile.',
title: 'Speed Racer',
score: 17.354578018188477
},
{
plot: 'A gorgeous young automobile fanatic--and front to the hottest unsigned band on t... | [
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6a29037dcf3722a2e3ce8bbb-0 | 6a29037dcf3722a2e3ce8bbb | search | Atlas Search | https://mongodb.com/docs/search/query/operators-collectors/regex | `regex` (MongoDB Search Operator) | # `regex` (MongoDB Search Operator)
## Definition
`regex`
`regex` interprets the `query` field as a regular expression. `regex` is a term-level operator, meaning that the `query` field isn't analyzed.
- Analyzers.
- Analyzed field example.
The regular expression language available to the `regex` operator is a limi... | [
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6a29037dcf3722a2e3ce8bbb-1 | 6a29037dcf3722a2e3ce8bbb | search | Atlas Search | https://mongodb.com/docs/search/query/operators-collectors/regex | `regex` (MongoDB Search Operator) | ### Term Position
The following example uses the regular expression `.*` to find movie titles that contain the term `summer` anywhere in the `title` and returns the number of movies that match the criteria in each genre.
```javascript
db.movies.aggregate([
{
"$searchMeta": {
"facet": {
"operator":... | [
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6a29037dcf3722a2e3ce8ae0-0 | 6a29037dcf3722a2e3ce8ae0 | search | Atlas Search | https://mongodb.com/docs/search/about/design-patterns | Design Search for Your Data Model | # Design Search for Your Data Model
MongoDB Search provides several methods to help you optimize queries for different data models. Use the following tutorials to learn common design patterns so you can effectively query your data with MongoDB Search.
MongoDB Search`$search`These tutorials
## Prerequisites
MongoDB ... | [
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6a29037dcf3722a2e3ce8ae9-0 | 6a29037dcf3722a2e3ce8ae9 | search | Atlas Search | https://mongodb.com/docs/search/deployment/multi-tenant-architecture | Build a Multi-Tenant Architecture for MongoDB Search | # Build a Multi-Tenant Architecture for MongoDB Search
You can implement multi-tenancy with MongoDB Search so that a single instance of an application serves multiple tenants. This page describes design recommendations that apply specifically to MongoDB Search for structuring data and MongoDB Search indexes to scale s... | [
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-0... |
6a29037dcf3722a2e3ce8b1a-0 | 6a29037dcf3722a2e3ce8b1a | search | Atlas Search | https://mongodb.com/docs/search/deployment/deployment-options | MongoDB Search Deployment Options | # MongoDB Search Deployment Options
## Overview
The following sections describe deployment options for MongoDB Search on Atlas.
You can structure your cluster with different deployment types, cloud providers, and cluster tiers to meet the needs of a pre-production or production environment. Use these recommendations... | [
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6a29037dcf3722a2e3ce8b1a-1 | 6a29037dcf3722a2e3ce8b1a | search | Atlas Search | https://mongodb.com/docs/search/deployment/deployment-options | MongoDB Search Deployment Options | ### Considerations
Since both the `mongod` and `mongot` processes run on the same node, `mongot` might become unavailable under certain circumstances. The following table describes potential causes:
<table>
<tr>
<th id="Cause">
Cause
</th>
<th id="Description">
Description
</th>
</tr>
<tr>
<td headers="Cause">
clus... | [
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6a29037dcf3722a2e3ce8b1a-2 | 6a29037dcf3722a2e3ce8b1a | search | Atlas Search | https://mongodb.com/docs/search/deployment/deployment-options | MongoDB Search Deployment Options | ### Tips for Sizing and Scaling Search Nodes
To determine the memory requirements for Search Nodes, use the following Atlas metrics:
- Size of the Search Index
- Total RAM on the Search Node
Consider an application that has a 10GB Search Index and 4GB total RAM on the Search Node. In this case, if 1GB of RAM is use... | [
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6a29037dcf3722a2e3ce8bd7-0 | 6a29037dcf3722a2e3ce8bd7 | search | Atlas Search | https://mongodb.com/docs/search/query/query-ref | Query Reference | # Query Reference
## Pipeline Stages
MongoDB Search queries take the form of an aggregation pipeline stage. MongoDB Search provides `$search` and `$searchMeta` stages, both of which must be the first stage in any query pipeline, including the `$lookup` and `$unionWith` sub-pipelines. These stages can be used in conju... | [
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0.... |
6a29037dcf3722a2e3ce8be0-0 | 6a29037dcf3722a2e3ce8be0 | search | Atlas Search | https://mongodb.com/docs/search/query/score/overview | Score the Documents in the Results | # Score the Documents in the Results
Every document returned by a MongoDB Search or MongoDB Vector Search query is assigned a score based on relevance, and the documents included in a result set are returned in order from highest score to lowest.
## Usage
To include the score of each document in your search results,... | [
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6a29037dcf3722a2e3ce8ba9-0 | 6a29037dcf3722a2e3ce8ba9 | search | Atlas Search | https://mongodb.com/docs/search/query/operators-collectors/hasAncestor | `hasAncestor` Operator | # `hasAncestor` Operator
## Definition
`hasAncestor`
The `hasAncestor` operator queries an `embeddedDocuments` type field that you specify in the `ancestorPath`. The `ancestorPath` is a parent of the field that you specify in the `returnScope`. The `returnScope` specifies the nested field, including the level of nest... | [
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6a869dda8824e6129431dfa4-0 | 6a869dda8824e6129431dfa4 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/connection/verify-connection | Verify Your mongot Connection | # Verify Your mongot Connection
Use the tutorial on this page to verify that your `mongot` deployment is active and connected to your MongoDB Community deployment.
## Before You Begin
Install MongoDB Community and MongoDB Search. For installation tutorials, see Install MongoDB Community Edition and Procedure.
## St... | [
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6a869dda8824e6129431dfb7-0 | 6a869dda8824e6129431dfb7 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/monitoring/tool-integrations | Monitoring Tool Integrations | # Monitoring Tool Integrations
This page describes how to integrate `mongot` metrics and logs with common monitoring platforms. These instructions assume that you already run one of these tools and need the `mongot`-specific configuration. This page does not teach Prometheus, Grafana, or another platform from scratch.... | [
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6a869dda8824e6129431dfb7-1 | 6a869dda8824e6129431dfb7 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/monitoring/tool-integrations | Monitoring Tool Integrations | ## Health Checks
`mongot` exposes two HTTP endpoints on port `8080` by default:
<table>
<tr>
<th id="Endpoint">
Endpoint
</th>
<th id="Use%20For">
Use For
</th>
<th id="Meaning">
Meaning
</th>
</tr>
<tr>
<td headers="Endpoint">
`/health`
</td>
<td headers="Use%20For">
Liveness
</td>
<td headers="Meaning">
`mongo... | [
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6a869dda8824e6129431dfac-0 | 6a869dda8824e6129431dfac | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/configuration/automated-embedding | Configure `mongot` for MongoDB Vector Search Automated Embedding | # Configure `mongot` for MongoDB Vector Search Automated Embedding
Automated Embedding is in Preview for self-managed `mongot`. The feature and corresponding documentation might change at any time during the Preview period. To learn more, see Preview Features.
This tutorial describes how to configure Automated Embedd... | [
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6a869dda8824e6129431dfac-1 | 6a869dda8824e6129431dfac | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/configuration/automated-embedding | Configure `mongot` for MongoDB Vector Search Automated Embedding | ### Create an Automated Embedding index.
After you configure `mongot` with your Voyage AI API (Application Programming Interface) keys, define a MongoDB Vector Search index that uses the `autoEmbed` field type. The index definition specifies which text field `mongot` embeds and which model it uses. It also specifies t... | [
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6a869dda8824e6129431dfc0-0 | 6a869dda8824e6129431dfc0 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/installation/quick-start | MongoDB Search and MongoDB Vector Search Local Development Quickstart | # MongoDB Search and MongoDB Vector Search Local Development Quickstart
You can use the `mongodb/mongodb-atlas-local` Docker image to create a single node replica set with MongoDB Search and MongoDB Vector Search. The `mongodb/mongodb-atlas-local` Docker image is a self-contained MongoDB deployment that includes `mong... | [
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6a869dda8824e6129431dfc0-1 | 6a869dda8824e6129431dfc0 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/installation/quick-start | MongoDB Search and MongoDB Vector Search Local Development Quickstart | ### (Optional). If you loaded the sample dataset, create an index.
- To verify that the same data is loaded, run the following command:
```shell
show dbs
```
```shell
__mdb_internal_search 56.00 KiB
admin 252.00 KiB
config 172.00 KiB
local 193.25 Mi... | [
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6a869dda8824e6129431dfc0-2 | 6a869dda8824e6129431dfc0 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/installation/quick-start | MongoDB Search and MongoDB Vector Search Local Development Quickstart | ### (Optional). If you created the index, run a query on the index.
- To run a MongoDB Search query on the `movie-index` index, run the following command:
This query searches for the term `courtroom lawyer` in the `plot` field of the `movies` collection using the `movie-index` index. The query uses the `fuzzy` opti... | [
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6a869dda8824e6129431dfb5-0 | 6a869dda8824e6129431dfb5 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/release-notes | Release Notes | # Release Notes
✅## mongot v1.70.5
**Release date**: September 29, 2026
### Bug Fixes
<table>
<tr>
<th id="Description">
Description
</th>
<th id="Available%20in%20Community%20Edition">
Available in Community Edition
</th>
<th id="Available%20in%20Enterprise%20Advanced">
Available in Enterprise Advanced
</th>
</... | [
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6a869dda8824e6129431dfb5-1 | 6a869dda8824e6129431dfb5 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/release-notes | Release Notes | ### New Features and Improvements
<table>
<tr>
<th id="Description">
Description
</th>
<th id="Available%20in%20Community%20Edition">
Available in Community Edition
</th>
<th id="Available%20in%20Enterprise%20Advanced">
Available in Enterprise Advanced
</th>
</tr>
<tr>
<td headers="Description">
**Authentication re... | [
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6a869dda8824e6129431dfb5-2 | 6a869dda8824e6129431dfb5 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/release-notes | Release Notes | </td>
</tr>
<tr>
<td headers="Description">
**HTTP health and readiness endpoints.** The `/health` endpoint (configurable with `healthCheck.address`, default `localhost:8080`) returns `{"status":"SERVING"}` (HTTP 200) when `mongot` is ready and `{"status":"NOT_SERVING"}` (HTTP 503) otherwise, suitable for container liv... | [
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6a869dda8824e6129431dfb5-3 | 6a869dda8824e6129431dfb5 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/release-notes | Release Notes | ### Bug Fixes
<table>
<tr>
<th id="Description">
Description
</th>
<th id="Available%20in%20Community%20Edition">
Available in Community Edition
</th>
<th id="Available%20in%20Enterprise%20Advanced">
Available in Enterprise Advanced
</th>
</tr>
<tr>
<td headers="Description">
**Search indexes protected from deletio... | [
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6a869dda8824e6129431dfb5-4 | 6a869dda8824e6129431dfb5 | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/release-notes | Release Notes | </td>
<td headers="Available%20in%20Community%20Edition">
✅
</td>
<td headers="Available%20in%20Enterprise%20Advanced">
✅
</td>
</tr>
</table> | [
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6a869dda8824e6129431dfbd-0 | 6a869dda8824e6129431dfbd | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/security/tls-encryption | Configure TLS Encryption for `mongot` | # Configure TLS Encryption for `mongot`
## Overview
MongoDB Search and Vector Search use two internal communication channels between `mongot` and `mongod`:
- **Sync source connections** (`mongot` → `mongod`/`mongos`): `mongot` reads data and metadata from the replica set to build and maintain search indexes. You can... | [
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6a869dda8824e6129431dfbe-0 | 6a869dda8824e6129431dfbe | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/troubleshooting | Troubleshoot Self-Managed mongot Deployments | # Troubleshoot Self-Managed mongot Deployments
This page covers the most common problems in a self-managed `mongot` deployment that you run directly on Linux or in a Docker container, with step-by-step recovery procedures. Each scenario assumes you have already identified the failure mode and need a procedure to resol... | [
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6a869dda8824e6129431dfbe-1 | 6a869dda8824e6129431dfbe | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/troubleshooting | Troubleshoot Self-Managed mongot Deployments | ## OutOfMemory Error or `mongot` Killed by the OS
`mongot` exits because it runs out of memory.
- `mongot` exits unexpectedly and the container restart count climbs.
- Logs end with `OutOfMemoryError: Java heap space`, a JVM-side out-of-memory error.
- System logs from `dmesg` or `journalctl` show that the OOM kill... | [
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6a869dda8824e6129431dfbe-2 | 6a869dda8824e6129431dfbe | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/troubleshooting | Troubleshoot Self-Managed mongot Deployments | ## Disk Pressure or Data Path Nearly Full
The `mongot` data path runs low on free space.
- Free space on the `mongot` data path falls toward zero.
- Existing indexes accumulate replication lag once disk usage is high.
- A new or rebuilt index may stay in `INITIAL_SYNC` when disk pressure is severe.
- Queries conti... | [
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6a869dda8824e6129431dfbe-3 | 6a869dda8824e6129431dfbe | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/troubleshooting | Troubleshoot Self-Managed mongot Deployments | ## Index Reaches the Lucene Document Limit
A single unpartitioned search index exceeds Lucene's maximum document count and can no longer index new documents.
This scenario applies to `mongot` deployments that you run directly on Linux or in a Docker container. If you deploy `mongot` with the MongoDB Controllers for K... | [
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6a869dda8824e6129431dfbe-4 | 6a869dda8824e6129431dfbe | self-managed-search | null | https://mongodb.com/docs/search/self-managed/current/troubleshooting | Troubleshoot Self-Managed mongot Deployments | ## Performance Degrades Without an Obvious Cause
Performance regresses without a recent deployment change.
- Query latency rose without an obvious deployment change.
- CPU or memory usage climbed.
1. The workload changed, with more or larger queries.
2. A new index now consumes resources.
3. A document mapping ex... | [
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-0... |
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