azure-search
Microsoft Azure Cognitive Search Client Library for Python
Decision gist · record as of 2026-08-14
Yes, with conditions. The package has low install friction, no known vulnerabilities, and permissive licensing. However, the beta status (1.0.0b2) and absence of releases since January 2021 raise questions about production readiness and whether newer stable alternatives exist in the Azure SDK ecosystem. Verify that this version meets your feature and compatibility needs before committing to production use.AI-flagged interpretation of the facts on this page — verify before relying
Before you install
- Requires an active Azure Cognitive Search service endpoint and API key; beta version status may indicate incomplete or unstable APIs.
- Low install friction with a pure-wheel distribution.
- The package is actively maintained with recent commits, though it has not received a release in over two years despite active repository development.
License · maintenance · safety
MIT License (permissive) — MIT License permits commercial use, modification, and distribution with minimal restrictions, making it suitable for most production scenarios.
last release 2021-01-22 (2030 days) · last repo commit 2026-08-14 · 5,588 stars
0 known vulnerabilities (OSV.dev, 2026-08-14) · 129,825 downloads/mo, #11,657 on PyPI
Alternatives
Verify before relying
pip install azure-search==1.0.0b2
from azure.search import SearchServiceClient
from azure.core.credentials import AzureKeyCredential
client = SearchServiceClient(endpoint='https://<service>.search.windows.net', credential=AzureKeyCredential('<key>'))- Whether this beta version (1.0.0b2) is recommended for production use or if a stable release exists elsewhere
- Current compatibility with modern Python versions beyond 3.8, given the last release was in January 2021
- Whether the package is superseded by newer Azure SDK libraries in the azure-search-documents namespace
What it is and what it does
azure-search is a Python client library for Microsoft's Azure Cognitive Search service. It provides programmatic access to search indexes hosted in Azure, allowing you to execute queries, manage index documents, and interact with search configurations. The library depends on azure-core for shared Azure SDK functionality, msrest for REST operations, and compatibility shims (futures, enum34, typing) for older Python versions.
This is a beta-stage library released in early 2021. It targets Python 2.7 through 3.8 and carries dependencies that suggest it was designed for backward compatibility with Python 2. The package is part of the broader Azure SDK for Python ecosystem but has not received a new release in over two years, despite the underlying repository remaining active.
Use it for
- Query Azure Cognitive Search indexes from Python applications to retrieve and rank search results.
- Programmatically upload and manage documents in Azure search indexes as part of data pipeline workflows.
- Build search-driven features into Python web applications or services backed by Azure infrastructure.
- Integrate Azure search capabilities into data analysis or machine learning pipelines that require full-text search.
Worth the install?
AI-flagged interpretation of the facts on this page. Verify before relying on it.
Yes, with conditions.
The package has low install friction, no known vulnerabilities, and permissive licensing. However, the beta status (1.0.0b2) and absence of releases since January 2021 raise questions about production readiness and whether newer stable alternatives exist in the Azure SDK ecosystem. Verify that this version meets your feature and compatibility needs before committing to production use.
Install
azure-search on PyPI
Before you install
Low install friction with a pure-wheel distribution. The package is actively maintained with recent commits, though it has not received a release in over two years despite active repository development.
Requires an active Azure Cognitive Search service endpoint and API key; beta version status may indicate incomplete or unstable APIs.
License in practice
MIT License permits commercial use, modification, and distribution with minimal restrictions, making it suitable for most production scenarios.
Quickstart
pip install azure-search==1.0.0b2
from azure.search import SearchServiceClient
from azure.core.credentials import AzureKeyCredential
client = SearchServiceClient(endpoint='https://<service>.search.windows.net', credential=AzureKeyCredential('<key>'))Verify before relying
- Whether this beta version (1.0.0b2) is recommended for production use or if a stable release exists elsewhere
- Current compatibility with modern Python versions beyond 3.8, given the last release was in January 2021
- Whether the package is superseded by newer Azure SDK libraries in the azure-search-documents namespace
Package facts
| License | MIT License permissive |
| Python support | Not specified |
| Install friction | Low. Pure-Python wheel |
| Runtime dependencies | 6 packagesazure-coremsrestfuturesazure-nspkgenum34typing |
| Maintenance | Actively maintained 2,030 days since the last release |
| Last repo commit | |
| First released | |
| Downloads | 129,825 / month, #11,657 on PyPI 30-day window, as of 2026-08-14 |
| Known vulnerabilities | None known OSV.dev, checked 2026-08-14 |
| Classifiers | Development Status :: 4 - BetaLicense :: OSI Approved :: MIT LicenseProgramming Language :: PythonProgramming Language :: Python :: 2Programming Language :: Python :: 2.7Programming Language :: Python :: 3Programming Language :: Python :: 3.5Programming Language :: Python :: 3.6Programming Language :: Python :: 3.7Programming Language :: Python :: 3.8 |
Evidence: azure_search-1.0.0b2-py2.py3-none-any.whl
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See also azure-servicemanagement-legacy · azure-mgmt-managementpartner · azure-mgmt-iotcentral · azure-ai-language-questionanswering · azure-search-documents · azure-mgmt-cognitiveservices · azure-applicationinsights · azure-storage-blob · azure-mgmt-iothubprovisioningservices · azure-mgmt-domainregistration