The best Instagram scrapers in 2026 are Bright Data, ScrapingBee, Apify, Zyte, and Decodo. The right choice depends on your required success rate, whether you need structured JSON output or a no-code interface, and your real budget per 1,000 usable records. Instagram reached 3 billion monthly active users in 2026, making it the largest publicly accessible source of consumer behavior and brand engagement data after Google and YouTube.
Best TikTok Scrapers by Use Case
- Best overall: Bright Data — profiles, posts, comments, and TikTok Shop
- Best budget API: Decodo — from $19/month with structured output
- Best for automation: Apify — ready-made Actors, webhooks, and MCP
- Best for TikTok Shop: Oxylabs — product, seller, price, and rating data
- Best no-code: Octoparse — TikTok templates with CSV and Sheets export
How We Picked and Ranked These Tools
We evaluated eight Instagram scrapers using benchmark performance data, verified pricing, and third-party user ratings. Rankings are based on scraping reliability, real cost per 1,000 usable results, and verified customer feedback—not feature lists, marketing claims, affiliate payouts, or paid placement.
| # Tool | Type | Success rate | Avg response | CPM at $500 | Starting price | Structured output | Free tier | Best for |
|---|---|---|---|---|---|---|---|---|
| ★ Dedicated Instagram API tools | ||||||||
|
1Bright Data
Instagram Scraper API + Datasets
|
Dedicated API | 98.44% | Fast | $0.75 pay-per-success |
$0.75/1K req Pay-per-success |
✓ 7 endpoints | 7-day trial | Best overall |
|
5Decodo
Social Media Scraping API
|
Social API | 87.62% | 24.14s | $1.10 | $20/mo ~23K requests |
✓ JSON | 1K results | Budget API |
| General-purpose scraper APIs (raw HTML output) | ||||||||
|
2ScrapingBee
General-purpose API
|
General API | 99.65% ★ Highest | 4.54s ★ Fastest | $2.24 | $49/mo 250K credits |
Raw HTML | 1K credits | Highest success rate |
|
4Zyte
Zyte API
|
General API | 98.63% | 11.64s | $2.00 | $1.01/1K req Pay-as-you-go |
Raw HTML | $5 credit | Cost efficiency |
|
6Oxylabs
Web Scraper API + Unblocker
|
Enterprise API | 99%+ | Fast | — | $49/mo Web Scraper API |
Custom parse | 7-day trial | Enterprise scale |
| No-code & Actor-based tools | ||||||||
|
3Apify
Instagram Actor marketplace
|
No-code / API | ~99% | 22m / 5,956 items | $1.50 | $49/mo + $1.50/1K results |
✓ JSON / CSV | $5/mo credit | No-code · AI pipelines |
|
7PhantomBuster
Social media automation
|
No-code auto | Not benchmarked | Slot-limited | — | $56/mo 2hr/day execution |
✓ CSV / Sheets | 14-day trial | Lead generation |
|
8Octoparse
Visual no-code scraper
|
No-code visual | Not benchmarked | Varies | — | $99/mo Standard plan |
✓ Multi-format | Free plan | Non-technical users |
Instagram Scrapers Comparison (Top 7)
Here is the list of the best Instagram Scraper Tools that are tried, tested, compared, and suggested by professionals.
Bright Data is the only Instagram scraper offering a complete five-product data platform in a single place. In a Scrape.do independent benchmark of 11 providers, it achieved a 98.44% average success rate — the highest result of any tested provider.
Its Instagram Scraper API covers seven dedicated endpoints (profiles, posts, reels, comments, hashtags, followers, images), each returning structured JSON without any custom parsing. No other tool in this list combines real-time scraping, pre-collected datasets, managed browser automation, and a 400M+ residential IP network under one roof.
Pros:
Cons:
Instagram Scraper API from $0.75/1K records · Datasets from $250/100K · 7-day free trial
Verdict: Bright Data is the benchmark for production-grade Instagram scraping. The 98.44% success rate, seven dedicated endpoints, and pay-per-success pricing make it the right default for any team building a real data pipeline. The price tag rules it out for individuals — for data teams and enterprises, nothing else is comparable.
ScrapingBee achieved the highest Instagram success rate of all benchmarked tools — 99.65% at 2 requests per second in Proxyway's 2025 test — and the fastest average response time at 4.54 seconds. It's a general-purpose scraping API that handles headless browser rendering, automatic proxy rotation across 150+ locations, and CAPTCHA solving automatically.
The core limitation is output: ScrapingBee returns raw HTML, not structured Instagram data. Teams with strong parsing capability get the best benchmark numbers in this list at a familiar REST API interface.
Pros:
Cons:
From $49/mo (250K credits) · 1,000 free credits · 7-day trial
Verdict: ScrapingBee is the right choice if benchmark accuracy is your top priority and you have parsing expertise in-house. For teams expecting Instagram-specific structured JSON without writing extraction logic, Bright Data or Apify will save significant development time.
Apify provides purpose-built Instagram Actors — pre-built scrapers for profiles, posts, hashtags, comments, reels, and followers — each returning structured JSON, CSV, or Excel with zero custom parsing. In benchmark testing, Apify processed 5,956 Instagram results in 22 minutes 42 seconds at $1.50 CPM.
What separates Apify from every other tool in this list for 2026 is its native MCP server, enabling direct integration with Claude, LangChain, LlamaIndex, and n8n — the only Instagram scraper purpose-built for AI data pipelines. If you’re somehow interested, you can visit this blog to get a detailed review of Apify.
Pros:
Cons:
Platform from $49/mo · Actor pay-as-you-go $1.50/1K results · Free $5/mo credit
Verdict: Apify is the right choice for developers and AI teams who need structured Instagram data feeding directly into Claude, LangChain, or n8n, and for non-technical teams who want a point-and-click interface with scheduled runs and Google Sheets export.
Zyte delivered 98.63% Instagram success rate in the Proxyway 2025 benchmark at 2 requests per second — the second highest result — at $1.01 per 1,000 responses, the lowest pay-as-you-go price of any high-accuracy tool in this list.
Its cloud IDE lets you write browser scripts for complex multi-step Instagram flows (scrolling infinite feeds, clicking into stories, navigating between pages) without managing headless browser infrastructure. Like ScrapingBee, Zyte returns raw HTML that requires custom parsing for structured data.
Pros:
Cons:
From $1.01/1K responses (pay-as-you-go) · $5 free credit trial · 30 days
Verdict: Zyte is the best pick for cost-sensitive teams with parsing expertise who need a high benchmark success rate at the lowest pay-as-you-go price. If you need structured Instagram JSON without writing extraction code, Bright Data or Apify are better fits.
Decodo offers the lowest entry price of any Instagram scraper API at $20 per month for approximately 23,000 requests ($0.88/1K), with a dedicated Social Media Scraping API that returns structured Instagram data without manual HTML parsing. In benchmark testing it achieved 87.62% success at 2 requests per second — the lowest of benchmarked tools — and averaged 24.14 seconds per response.
The success gap matters at scale: a 12-percentage-point difference from ScrapingBee translates to 12% more retries and higher effective cost per usable record than the base price suggests.
Pros:
Cons:
From $20/mo (~23K requests) · 1,000 free results · 14-day money-back
Verdict: Decodo is the right call for budget-constrained teams who need structured Instagram JSON and can tolerate an 87.62% success rate. Factor in the retry cost before comparing it to higher-accuracy tools at higher base prices.
Oxylabs is the enterprise infrastructure choice for Instagram scraping — a 100M+ residential proxy pool, SOC 2 Type II certification, 99%+ success rate on social media in testing, real-time and async integration modes, and dedicated account management for large organisations.
The Web Scraper API includes built-in JavaScript rendering and proxy rotation. The main limitation for Instagram work is the absence of dedicated Instagram endpoints — it returns raw HTML requiring custom extraction logic for structured data.
Pros:
Cons:
Web Scraper API from $49/mo · Residential proxies from $8/GB · 7-day free trial
Verdict: Oxylabs is the right choice for enterprises with procurement compliance requirements and dedicated engineering teams who can build and maintain Instagram parsing logic. For smaller teams, Bright Data delivers comparable success rates with purpose-built Instagram endpoints at a lower operational burden.
PhantomBuster provides purpose-built Instagram automations for profile scraping, hashtag search, follower export, and comment collection — all running in the cloud on a configurable schedule with no code required. Outputs go to CSV, Google Sheets, or webhook for CRM integration. Marketing teams use it to build influencer outreach lists, track competitor profiles, and export follower data.
It covers LinkedIn, Twitter, Facebook, and YouTube alongside Instagram from one subscription. Daily execution time caps prevent high-volume use — it is not suitable for bulk data pipelines. You can check out this informative blog to get a detailed PhantomBuster Review.
Pros:
Cons:
From $56/mo (2hr/day execution) · 14-day free trial available
Verdict: PhantomBuster is the right choice for marketing teams who need Instagram follower exports, competitor profile monitoring, and influencer shortlists at low to moderate volume — all without writing code. For bulk Instagram data or production pipelines, choose Bright Data, ScrapingBee, or Apify.
Octoparse is a visual point-and-click scraper with 100+ pre-built templates including Instagram-specific patterns for profiles, posts, and hashtag pages. No coding is required — you configure the template via a Windows desktop app, then run it 24/7 in the cloud. Built-in proxy rotation reduces Instagram detection risk. For non-technical users who need structured data from specific Instagram pages at low to moderate volume, the visual selector interface gets you from URL to structured export in minutes. Performance degrades significantly at large-scale extraction — it is not a high-volume solution.
Pros:
Cons:
Free plan available · Standard from $99/mo · 14-day free trial
Verdict: Octoparse is right for non-technical users who need structured data from specific Instagram profiles or pages and don't want to write a single line of code. For high-volume scraping, API-based tools outperform it significantly. For Mac users, Apify's Actor UI is a better no-code alternative.
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Here is the details guide on how to scrape Instagram data.
Why Scrape Instagram?
Instagram scrapers are the tools that help to extract data from Instagram. It is very crucial to scrape Instagram for businesses and organizations. It automatically extracts data that are available for everyone. Instagram Scraper helps businesses to get insights into their targeted audiences and competitors.
Let's learn more about why scrape Instagram-
For getting insights
Instagram scraper tools help to get insights into user behavior and trends. It also allows businesses to get insights into their targeted audiences and competitors.
To know about customers
Through Instagram Scraper, you can easily estimate the customers’ preferences, engagement levels, and more.
Know more about competitors
Competitors are a great source of collecting information. They can also help you to update with market trends and update your service accordingly.
Learn about things like-
Instagram scrapers inform you about the posts, active entries, user-following, regular users, hashtags, etc.
Followers enhancement
With the help of Instagram proxies, you can identify potential customers. Thus, you get more followers and can reach your target audience.
Learn about customer feedback
Scraping Instagram information helps you to know about consumers’ feedback. It can also spot fashion and lifestyle trends like colors, styles, and more.
Besides, it helps identify potential customers, monitor competitors, and justify their behavior, trends, and preferences. All in all, the Instagram scraper can take your business to another level of success.
How to build your own Instagram Scraper?
You can build your own Instagram scraper using Python. For this, you need to have some technical knowledge. But, you can use libraries such as InstaPy and BeautifulSoup to scrape Instagram data. You need to follow some steps to build your own Instagram Scraper. Such as
- Open up your favorite code editor, navigate to a directory, or create a new Ig scraping directory.
- Import the InstaPy library into the file.
- Instantiate InstaPy by passing in an account username and password.
- Log in to the designated scraping IG account using the InstaPy login method.
- Use the set relationship bounds method to determine how many people your bot can follow or unfollow daily.
You need to follow these steps to build your own Instagram scraper. Also, you can use scraping tools like Bright Data.
Instagram Scrapers: (FAQs)
Instagram Scraping is the process of extracting data from Instagram. It can be done manually or with a third-party tool. It is also a widespread practice among marketers to extract data from Instagram to create content for their marketing campaigns.
However, it is essential to note that this process may violate Instagram's terms of service. So, it should be done with caution, care, and the best Instagram scraping software.Instagram is the most popular social media platform, with over one billion active users. Whether Instagram allows scraping is essential for marketers who want to ensure that they are not violating any terms of service or infringing on copyrights.
Worthy of mentioning, Instagram does not allow scraping. But you can use an API or a third-party app to scrape Instagram content without breaking any rules.
You don’t need to install Instagram Scraper like other Windows software. To clarify, it is a third-party tool and a simple process that you can use to extract Instagram photos and videos. You also use it to get Instagram data by extracting relevant images to your topic.
In other words, Instagram scraping is where you use software to scrape content from Instagram. After that, you can use the data as a lead on social networks, websites, or other platforms.
Scraping data from Instagram is legal as long as scraping data is not belong to any private account or contains personal information. So, you have to be very careful not to extract data that is protected by copyright.
Instagram scrapers are software that allows you to extract public data, images, posts, etc from Instagram. There are several Instagram scraping tools available in the market.
So, prices are dependent on the tool you choose. However, some tools are free, some are budget-friendly, and others are costly. Therefore, you have to decide what types of tools you use for scraping as per your need.
Instagram scraper tools are beneficial for extracting data so smoothly. You have to follow some easy steps to use Instagram Scraper. Such as
You have to create a free Apify account.
Then open an Instagram post scraper.
Add usernames to scrape.
Click the button “Save&Start” and wait for the datasets to be extracted.
After that, download your data in JSON, XML, CSV, Excel, or HTML.
The number of results an Instagram scraper returns can not be exactly determined. It depends on the content you want to scrape. However, Instagram scrapers are not constant.
There is no one-size-fits-all-use-cases number. Therefore, if you want to know about the result of your particular use case, go and test run by yourself.
Web scraping Instagram, or any other website, without proper authorization can be against ethical principles and can potentially violate laws governing data privacy and online conduct. Therefore, it's important to respect the policies and guidelines of websites, as well as the privacy and security of their users.
However, If you have permission to scrape Instagram data or are working on a project that requires accessing public data then you can use Python and its web scraping libraries such as Beautiful Soup or Scrapy. Here's a general overview of the steps you can follow to scrape Instagram using Python:
Want to scrape Instagram, email, phone number, hashtags, profiles, posts or comments?
If you want to scrape IG profiles , posts, hashtags, email etc. properly then you should know details about those scraping tools
Summary
Do you find the best Instagram Scraper like your perfect match?
Instagram scrapers help you gather every essential data being shared on Instagram. After that, you can use the data or share it with your followers.
Worthy of mentioning, if you’re looking to boost your following or want to get a massive audience, sales, and growth from Instagram, you must use best Instagram scrapers tool.
However, you already have the list of top 15+ Best Instagram Scrapers (Free & Paid) from this article. Each Instagram scraping tool provides excellent data and results. Thus, you can select one according to your requirements.
So, these listed scraping tools should be at the top of your list for a quick and easy way to boost your Instagram followers or business traffic, sales, and growth.
Note: When you buy something through one of the links on our website, we may earn a small affiliate commission.
