Best Instagram Scrapers for Businesses in 2026

With 3 billion people using the platform monthly, Instagram keeps rolling out ever-new requirements for businesses. Some updates shake the landscape, some barely ripple the surface. Still, demand for Instagram data isn't going anywhere. Even though collecting it has always required a practiced hand. Businesses have no choice but to roll up their sleeves and find the Instagram scraper that fits their case.

In this guide, we walk through the top tools that actually work for teams, marketers, and developers. By the way, here's a tiny spoiler.

Overview:

1. Data365.co – A real-time Social Media API that streams public Instagram data straight into products, dashboards, and data pipelines.
2. ScrapeUp – A small, no-nonsense API for pulling public Instagram data when you just want it to work.
3. Octoparse – A visual scraper that lets you grab Instagram data by clicking around instead of writing code.
4. WebAutomation.io – A point-and-click tool for scraping Instagram and other sites using workflows you can reuse.
5. Apify – A flexible scraping platform built around reusable Instagram scrapers you can adapt as projects change.
6. PhantomBuster – A cloud automation tool that pulls Instagram data fast and feeds it into everyday marketing workflows.
7. Bright Data – A heavy-duty scraping setup built for teams that need Instagram data at scale, every day.
8. Oxylabs – A platform built for large research jobs where missing data isn’t an option.

Instagram Scraper API: Scalable Solutions for Product and Data Teams

No team needs tools that push back when demand spikes or keep charging when nothing’s moving. A robust API is exactly the tool that scales up without rewrites and scales down without penalties, while the team is focused on something else.

Here are our handpicked choices among the available APIs: 

Data365 Social Media API

Data365 API for Instagram delivers real-time, structured Instagram data without wrestling with OAuth flows or multi-week app reviews. It focuses on public data only and isn’t tied to Meta’s Graph API, so you can move fast while staying within the bounds of what’s publicly visible.

Key features:

• Raw, unaltered, real-time data for profiles, posts, comments, hashtags, etc.
• Dedicated technical team that spots updates and fixes the back end before the problem arises.
• Clean JSON schema for all endpoints to be fed into dashboards and pipelines.
• Cross-platform coverage of the biggest social networks, including IG, FB, TikTok, X, Reddit, Threads, and Pinterest, under one roof.
• Python-friendly and language-agnostic: works with Python, JavaScript, Go, or low-code tools. See it yourself.
• Scales on demand as traffic spikes, while responses remain fast even during large pulls.
• Quick onboarding with free 14-day access available after a brief tech consultation.

Best for: Product teams, analysts, and developers who need reliable, fast access to public Instagram data without maintenance overhead or fragile scripts. 

Limitations: May not be a fit for unbudgeted projects.

Pricing: Plan-based, with a 14-day trial and customization options that adapt to specific needs.

ScrapeUp

ScrapeUp is a simple, lightweight API built for getting social data fast. No fancy dashboards or endless toggles. Just endpoints you call, and data comes back neatly packaged.

Best for: Developers and startups who want something simple, reliable, and code-friendly. No frills, just data.

Key features:

• Straightforward API approach: fetch Instagram profiles, posts, and hashtags without hassle.
• Clean, easy-to-follow documentation with minimal setup.
• A multi-platform option to access not just Instagram, but other social networks as well.

Limitations: ScrapeUp is API-first, so if you’re looking for point-and-click scraping or automation recipes, this isn’t it.

Pricing: a 30-day free trial is available; plans start with $14/month for small projects, but commercial ones will need to invest from $499/month. Also, users can scale up within their current plan to get more credits.

Instagram Scraper Tool: No-Code and Visual Data Collection

Trends don’t wait for quarterly reports, and audiences don’t move in straight lines. But when there’s a match between your data retrieval approach and the scraper you use, everything works well because data shows up exactly when it’s needed.

A no-code scraping tool can let even a non-technical user pull out public info in the blink of an eye. Let’s take a look at the Instagram scrapers that make an emphasis on easy, visual interface:

Octoparse

Octoparse is the no-code instrument for scraping Instagram without opening an Integrated Development Environment (IDE). It is equipped with AI tools, ready-made templates, and a robust cloud backend to keep your hands clean.

Key features:

• A visual workflow builder that lets you drag, click, and auto-detect elements, making scraping feel more like drawing than coding.
• Cloud-powered automation for scheduled runs, automated data export, and many other features.
• Template gallery, which is an Instant starter kit for popular sites (yes, Instagram too), so you don’t have to start from scratch.
• Cross-OS availability — work from the desktop app for Windows (full features), a macOS version with slightly fewer features, plus cloud-based runners that work on any OS.
• Flexible exports in CSV, Excel, JSON, HTML, or even SQL, depending on how you want to use your data.

Best for: Marketers, researchers, and non-coders who prefer a point-and-click approach to quickly pull Instagram data, especially for one-off tasks or visual dashboards.

Limitations: It leans more toward a “visual tool” than an “API-driven pipeline.” If your workflow demands deep integration or high-volume scraping, Octoparse can feel a bit limited in scale.

Pricing: A free starter tier for small jobs, paid plans from $69/month for cloud scraping and automation, with higher levels unlocking more tasks, concurrency, APIs, and enterprise support.

WebAutomation.io

WebAutomation.io is a point‑and‑click scraper for any site, not only Instagram. Pick an extractor, customize it visually, and grab the data. 

Key features:

• Ready-made extractors via their marketplace. Turn almost any website into a spreadsheet or API in minutes.
• Visual selector tool. Point, click, and tell the system what to pull (HTML selectors auto-generated).
• Scheduling & automation. Set scrapers to run at specific intervals.
• Built-in anti-blocking tools.
• Multiple output options. Download data as CSV, JSON, or XML, or access it directly via API.
• Integrations & automatic workflow hooks. Send extracted data to SFTP, Dropbox, Google Sheets, webhooks, and more.

Best for: Businesses and marketers who need to scrape Instagram and beyond, especially when the target site isn't covered by a ready scraper. Great for pulling data from multiple sources through a single interface.

Limitations: Powerful yet not Instagram-specific. Because it's not tailored, building a custom extractor requires some initial tweaking. Not always ideal if you want one-button Instagram data access.

Pricing: A 14-day free trial, then annual plans from $74/month for small projects, scaling to $336/month for large datasets with higher capacity and extra extractor builds.

Scraper for Instagram: Marketplace and Automation Platforms

Some teams don't want to build a scraper from scratch — they'd rather grab one off the shelf. These platforms run on ready-to-use, reusable scripts you configure and launch in the cloud instead of coding yourself.

Below you will find the selection of the exact tools:

Apify

Apify is more like an app store for web scraping, powered by a marketplace of reusable, deployable scripts called “actors.” Their Instagram Scraper Actor is one of the most popular picks: you plug in a profile, hashtag, or location, and it spits out structured data you can actually use.

Key features:

• Profiles, posts, hashtags, comments. All the basics are covered.
• Cross-platform access is also on the feature list.
• Flexible outputs: JSON if you’re coding, CSV or Excel if you just want spreadsheets.
• Integrations baked in. Send data to Google Sheets, Zapier, Slack, or straight into your app.
• The trade-offs. It’s powerful, but not totally plug-and-play. Larger projects can get pricey, and if you want more than the defaults, you’ll need to roll up your sleeves with some Node.js.

Best for: Developers or agencies who like the idea of building on top of a scraping “marketplace” instead of starting from zero.

Limitations:

• Apify enforces usage-based limits per actor run.
• Relies on shared infrastructure with limited proxy control and JS rendering customization.

Pricing: Pay-per-result pricing. You pay for what you scrape, not a flat monthly fee. Starts free with usage-based billing, then monthly plans from $29 that bundle store credits and lower compute rates

PhantomBuster

PhantomBuster is best known as an automation toolkit with a set of ready-made small scripts (“Phantoms”) you can run in the cloud to scrape or automate Instagram tasks. 

Key features:

• Prebuilt Phantoms, which are ready templates for scraping profiles, posts, or followers.
• Cloud execution means it runs in PhantomBuster’s environment, so no local setup is needed.
• Cross-platform access across 15 platforms, including LinkedIn, Twitter, Facebook, and Google Maps.
• Results can be sent to Google Sheets, downloaded as a CSV file, or piped into CRMs.
• Scheduling options so your tasks are automated to run on a recurring basis.

Best for: Small teams, marketers, or non-coders who need a lightweight Instagram scraper and simple exports.

Limitations: The tool runs are time-capped, so large-scale scraping is challenging. Setup can also mean grabbing cookies via a browser extension — clunkier than a straight API call.

Pricing: Depends on your session duration. The most modest option is 20 hours a month, which will cost you 56€. A free trial is available.

Instagram Data Scraper: Where API and No-Code Meet

Not every team fits neatly into "coder" or "non-coder." Some want the control of an API but the flexibility to switch approaches when speed matters more than customization. The tools below don't force that choice.

Bright Data

Bright Data is an enterprise-grade Instagram scraper API that fetches profiles, posts, comments, and reels, with infrastructure handled. 

Key features: 

• Endpoints for profiles, posts, reels, comments, and images, each returning data like follower counts, hashtags, engagement metrics, media links, and more.
• No-code or API options: choose between running scrapers through Bright Data’s control panel or calling their APIs.
• Built-in scale, automation, and geo-targeting so you don’t have to manage infrastructure.

Best for: Analysts, research teams, and enterprises that need robust, scalable Instagram data pipelines and don’t want to babysit the scraping infrastructure.

Limitations: 

• Not budget-friendly, designed for large volumes.
• Irrational for small ad hoc projects.

Pricing: Two options are available: pay-as-you-go from $1.50 per 1K records and monthly plans starting at $499.

Oxylabs

Oxylabs is a web scraping API-based platform that collects public Instagram data at scale with one hand while handling dynamic content automatically with the other.

Key features:

• OxyCopilot AI handles scrolling, clicking, and page interactions for you.
• Structured output in JSON or CSV with scheduled runs across 150+ locations.
• Custom parsers for posts, hashtags, and comments give clean, usable data without extra cleanup.

Best for: Agencies managing multiple client accounts or researchers running heavy social media analysis. Teams that seek an Instagram data scraper that delivers data structured and fast.

Limitations: 

• No dedicated Instagram endpoint: some setup is needed to get the best results.
• Enterprise plans are powerful but complex; overkill for small tasks.

Pricing: Try it for free with a 7-day trial (2K results). Paid plans start at $49/month.

Best Instagram Scrapers Comparison Table

To make comparing options easier, here's a side-by-side breakdown of each tool's key features, pricing, and best-fit use case.

Best Instagram Scrapers: Which Type Is Right for Your Business?

When people say Instagram scraper, they rarely mean the same thing. For some, it’s a quick way to pull a list and move on. For others, it’s something that runs quietly in the background, day after day. That gap is where most confusion starts.

Some teams treat Instagram data like raw material. Product and data teams usually fall into this camp. They don’t want to watch over tools during their 9-to-5 or patch things together more often when it’s needed. They look for setups that can keep up, stay predictable, and slot neatly into what they already run.

They usually look for tools that:

• Send back tidy, structured data.
• Handle repeat jobs without breaking a sweat.
• Plug straight into dashboards or internal systems.

Their perfect partner will be API solutions built for real-time, structured data delivery.

Marketing and growth teams play a different game. Speed matters more than plumbing. They want answers now, not infrastructure later. A list today can be more valuable than a perfect pipeline next month.

What they tend to care about:

• Pulling posts, hashtags, or accounts fast.
• Getting files they can open right away.
• Running jobs on a schedule without calling a developer.

Their perfect partner will be no-code or cloud automation tools with prebuilt workflows.

Analysts and researchers sit off to the side, watching patterns form. For them, scraping Instagram isn’t about quick wins. It’s about consistency. Today’s data has to line up with next month’s, or the whole picture falls apart.

That usually means choosing tools that:

• Behave the same way every time they run.
• Don’t leave holes in the dataset.
• Make comparisons over time feel solid, not shaky.

Their perfect partner will be enterprise-grade scrapers with scheduled, repeatable jobs and reliable outputs.

Agencies and teams juggling multiple clients have their own troubles. Their problem isn’t scraping once. It’s scraping again and again and again, without starting from zero each time. They need workflows they can pick up, tweak, and roll out without friction.

They tend to look for tools that:

• Can be reused across different projects.
• Stay manageable when jobs run in parallel.
• Don’t get messy as client lists grow.

Their perfect partner will be flexible platforms that support multi-project automation and reusable scripts.

At the end of the day, there’s no universal “best” Instagram scraper. There’s only what fits the way you work. Once you’re clear on that, the rest stops feeling like guesswork and starts to fall into place.

Instagram Scraping Trends in 2026

Instagram scraping territory keeps changing, but that is not breaking news. The platform has always shifted over time. Every tweak, block, or API update is just part of the rhythm. For teams with the right scraper, like Data365, these changes barely disturb the workflow.

Here’s what most likely will shape the scene this year:

• Stronger anti-bot measures make generic scripts stumble. TLS fingerprints, IP checks, and behavioral analysis are common. Experienced tools handle them quietly.
• Hidden APIs still provide access. GraphQL and REST endpoints remain the main channels. Doc_id parameters change often, but this is a routine part of maintaining scrapers.
• Managed services take on the hard part. Proxy rotation and fingerprinting reduce the need for constant tinkering.
• AI integration grows steadily. Integrating your usual data work with AI is what has the potential to keep you moving two steps at a time. However, what matters here is that it is about integration, not replacement. At least yet.

Instagram scraping in 2026 is about steady navigation. The platform may and will shift, but with the right tools and approach, teams can keep collecting insights, tracking trends, and making decisions as they have been doing for years. And with a pinch of creativity and openness to new, do so even more efficiently.

Scraper For Instagram: Which One Deserves a Spot in Your Stack?

Every developer who's scraped Instagram has a story about the script that broke without warning. Every marketer has stared at an empty dashboard the morning a campaign report was due. Instagram updates, APIs change, and anti-bot measures tighten, but none of that means you're doing something wrong. It means that a proper tool is needed.

Data365 was built exactly for that: a retrieval instruments that scales and delivers fresh data on request, backed by a dedicated technical team.

So, if you’re tired of firefighting and just want to start building — contact us. We'll get you set up the same day.