Best Instagram Python Library in 2026: instagrapi, instaloader, aiograpi & more

If you're scraping or automating Instagram from Python, you have five real choices, and they split cleanly along three axes: private API vs public web, sync vs async, and actively maintained vs not. Here's how they compare.

Two types of Instagram libraries

Every Instagram Python library falls into one of two camps:

• Private API clients (instagrapi, aiograpi, instabot): they speak Instagram's mobile-app endpoints. They require an Instagram login. They give you full feature parity with the app — direct messages, likes, follows, story views, the works.
• Public web scrapers (instaloader): they fetch data from the public Instagram website. No login needed for public profiles. Limited to what's visible on the public web — no DMs, no likes API, follower lists are restricted.

If you don't want to log in (or can't), public-web scrapers are your only Python option. If you do log in, the private-API clients give you 10× more.

Comparison at a glance

1. instagrapi — full features, sync

instagrapi is the most actively maintained Instagram private-API client on PyPI. We maintain it. It covers profile, posts, stories, reels, IGTV, direct messages, comments, likes, follows, hashtags, locations, search, account, challenges, devices, and sessions.

Why people pick it: feature parity with the mobile app, well-documented, active maintenance (issues triaged daily), comprehensive device-spoofing helpers via instagrapi-extra.

pip install instagrapi
from instagrapi import Client
cl = Client()
cl.login("USER", "PASS")
user = cl.user_info_by_username("instagram")

Tradeoffs: sync only (use aiograpi for async). Requires login; account risk if you scale aggressively without rotating sessions.

2. aiograpi — async sibling

aiograpi is the asyncio-native fork of instagrapi. Same API surface, async-first.

pip install aiograpi
from aiograpi import Client
import asyncio

async def main():
    cl = Client()
    await cl.login("USER", "PASS")
    user = await cl.user_info_by_username("instagram")

asyncio.run(main())

Choose if: you're in FastAPI/aiohttp/asyncio territory, or you need real concurrency (instagrapi sync is fine for sequential jobs but loses to aiograpi at high parallelism).

3. instaloader — public web, no login

instaloader downloads public Instagram content via the public website. No login required for public profiles. It's a download tool more than a programmatic library — strong CLI, weaker Python API.

Strengths: no Instagram login, mature, large community, decent CLI.

Weaknesses: limited to public-web data (no DMs, no full follower list, restricted comment access). Higher ban-rate when scaled because Instagram aggressively rate-limits anonymous public-web traffic.

For a deeper comparison vs our HikerAPI-backed CLI, see insta-dl vs instaloader.

4. instabot — archived

instabot was popular 2018–2020. It's now archived. Still works for some endpoints, but expect breakage as Instagram changes its private API. Don't start a new project on it.

5. instauto — browser automation

Selenium-based — drives a real browser. Slow, fragile, breaks every time Instagram updates the web UI. There's almost always a better option.

How to choose

1. You can log in and want everything? → instagrapi (sync) or aiograpi (async).
2. You can't log in? → instaloader for public profiles, or use a cloud API like HikerAPI that handles login server-side.
3. You're scaling beyond a few accounts? → switch to a cloud API. The library route requires you to handle proxies, account rotation, and challenge-resolution; a managed API does that for you.

Auth and ban-risk tips for instagrapi/aiograpi

• Use instagrapi-extra to import real Chrome cookies — much lower challenge rate than fresh logins.
• Set realistic device profiles (iPhone or Pixel) instead of the default.
• Persist sessions to disk; don't log in on every run.
• If you need many accounts, look at instagrapi-rest for a microservice pattern.

For the cloud-API alternative, see Best Instagram API in 2026.