List of the Top 18 Data Extraction Software for GitHub in 2026

Apify offers a comprehensive platform for web scraping, browser automation, and data extraction at scale. The platform combines managed cloud infrastructure with a marketplace of over 10,000 ready-to-use automation tools called Actors, making it suitable for both developers building custom solutions and business users seeking turnkey data collection. Actors are serverless cloud programs that handle the technical complexities of modern web scraping: proxy rotation, CAPTCHA solving, JavaScript rendering, and headless browser management. Users can deploy pre-built Actors for popular use cases like scraping Amazon product data, extracting Google Maps listings, collecting social media content, or monitoring competitor pricing. For specialized needs, developers can build custom Actors using JavaScript, Python, or Crawlee, Apify's open-source web crawling library. The platform operates a developer marketplace where programmers publish and monetize their automation tools. Apify manages infrastructure, usage tracking, and monthly payouts, creating a revenue stream for thousands of active contributors. Enterprise features include 99.95% uptime SLA, SOC2 Type II certification, and full GDPR and CCPA compliance. The platform integrates with workflow automation tools like Zapier, Make, and n8n, supports LangChain for AI applications, and provides an MCP server that allows AI assistants to dynamically discover and execute Actors.

APISCRAPY is a platform utilizing artificial intelligence to perform web scraping and automation, transforming any online data into actionable data APIs. AIMLEAP also offers a variety of other data solutions including: AI-Labeler: A tool that enhances annotation and labeling with AI assistance. AI-Data-Hub: Provides on-demand data essential for developing AI products and services. PRICE-SCRAPY: An AI-powered tool for real-time pricing data. API-KART: A comprehensive hub for AI-driven data API solutions. About AIMLEAP AIMLEAP is a globally recognized technology consulting and service provider, holding ISO 9001:2015 and ISO/IEC 27001:2013 certifications, specializing in AI-enhanced Data Solutions, Data Engineering, Automation, IT, and Digital Marketing services. The company has earned the distinction of being certified as ‘The Great Place to Work®’. Since its inception in 2012, AIMLEAP has successfully executed projects focused on IT and digital transformation, automation-based data solutions, and digital marketing for over 750 rapidly growing companies around the world. With a presence in multiple countries, AIMLEAP operates in the USA, Canada, India, and Australia, ensuring accessible support for its global clientele.

Hevo Data is a user-friendly, bi-directional data pipeline solution designed specifically for contemporary ETL, ELT, and Reverse ETL requirements. By utilizing this platform, data teams can optimize and automate data flows throughout the organization, leading to approximately 10 hours saved in engineering time each week and enabling reporting, analytics, and decision-making processes to be completed 10 times faster. Featuring over 100 pre-built integrations that span Databases, SaaS Applications, Cloud Storage, SDKs, and Streaming Services, Hevo Data simplifies the data integration process. With a growing base of more than 500 data-centric organizations across more than 35 countries relying on Hevo, it has established itself as a trusted partner in the realm of data integration. This broad adoption highlights the platform's effectiveness in addressing the complex challenges faced by modern businesses in managing their data.

Linx is a robust integration platform as a service (iPaaS) designed to facilitate the connection of various data sources, systems, and applications within organizations. Renowned for its flexibility akin to programming, the platform excels in managing intricate integrations on a large scale. As a result, it has become a favored option for expanding businesses that aim to adopt a cohesive integration strategy, streamlining their processes and enhancing operational efficiency. Additionally, Linx empowers users by providing the tools necessary to customize their integrations to meet specific business needs.

Analyzing data from your business solutions can be a swift process with Zuar Runner, which facilitates the automation of your ELT/ETL workflows by channeling data from numerous sources into a single destination. This comprehensive tool handles all aspects of data management, including transport, warehousing, transformation, modeling, reporting, and monitoring. With the assistance of our skilled professionals, you can expect a seamless and rapid deployment experience that enhances your operational efficiency. Your business will benefit from streamlined processes and improved data accessibility, ensuring you stay ahead in today’s competitive landscape.

PhantomBuster, based in Paris, France, specializes in providing advanced data extraction and automation solutions for a wide array of websites and social media platforms. Established in 2016, the company enables users to efficiently generate leads through its unique offerings, including Phantoms, Integrations, and Flows on popular platforms such as LinkedIn, Sales Navigator, Instagram, Facebook, and Twitter. With over 150 Phantoms available, users can streamline their tasks and effectively pursue their lead generation objectives. Among the most popular Phantoms are the LinkedIn Profile Scraper Phantom, HubSpot CRM Enricher Phantom, Salesforce CRM Enricher Phantom, Pipedrive CRM Enricher Phantom, LinkedIn Search to Lead Outreach Flow, and the Google Maps Search to Contact Data Flow. Explore the Phantom Store to discover the Phantoms, Flows, or Integrations that can help propel your business growth and enhance your marketing strategies!

Telegraf serves as an open-source server agent designed to efficiently gather metrics from various sensors, stacks, and systems. Acting as a plugin-centric agent, it not only collects but also transmits metrics and events from a diverse array of sources including systems, databases, and IoT devices. Engineered in Go, it compiles into a single binary, requiring no external dependencies and consuming minimal memory. Telegraf supports a vast range of input sources, allowing for the seamless writing of data to numerous output destinations. With its plugin architecture, it is effortlessly extendable for both data collection and output purposes. Additionally, Telegraf boasts over 300 plugins developed by community data experts, making the collection of metrics from your endpoints a straightforward task. This flexibility and community support make Telegraf an invaluable tool for monitoring and performance analysis.

Crawlbase enables users to browse the internet anonymously while offering robust web crawling protection. With this tool, you can access data for your SEO and data mining projects without the hassle of managing global proxies. It supports scraping from various platforms, including Amazon, Yandex, Facebook, Yahoo, and more, ensuring comprehensive coverage across all websites. Users can take advantage of the first 1,000 requests free of charge, making it a cost-effective solution. The Leads API can supply company emails for your business needs upon request, granting access to reliable email addresses for targeted marketing campaigns. If you're not a developer seeking leads, the Leads Finder feature allows you to effortlessly send emails through a simple web link, eliminating the need for any coding skills. This no-code solution is user-friendly; just enter the domain to initiate your lead search. Moreover, leads can be easily exported in json or csv formats, providing flexibility for data management. You can rest assured about the validity of the emails, as trusted sources ensure the most up-to-date and accurate company contacts. The leads data encompasses email addresses, names, and other vital attributes, significantly enhancing your marketing outreach efforts and overall effectiveness. By leveraging these features, businesses can optimize their campaigns and connect with potential clients more efficiently.

Tugger efficiently and securely extracts your data from various business systems, seamlessly transferring it to analytics and visualization platforms like Power BI and Tableau, allowing you to create cutting-edge interactive reports. After transferring your data, Tugger ensures that you are equipped with essential business reports, offering a comprehensive end-to-end solution that significantly reduces the amount of time you need to spend on data management. This tool is designed as a no-code solution, simplifying your workflow by eliminating the necessity for manual API integrations and minimizing the likelihood of data inaccuracies. With no technical expertise required, all users can benefit from Tugger's outstanding support team whenever needed. Additionally, Tugger offers a range of data connectors that include HubSpot, Harvest, Microsoft Teams, JIRA, GitHub, simPRO, and many others, further enhancing its versatility and usability for diverse business needs.

We are thrilled to present an innovative solution tailored just for you! You have the flexibility to select "must-have" data that allows you to identify precisely the information you require, including essential mobile phone numbers, crucial email addresses, or a mix of both. You will only be charged for the results that align with your specified criteria; if no results are found, there’s no cost at all! Should you have any inquiries or require help, don’t hesitate to connect via live chat for guidance from a data specialist. Furthermore, to streamline your experience, we request a name to prevent overwhelming you with a complete history of all previous occupants at that address. For those needing detailed historical data on residences, our Deep Search tool is highly recommended as it uncovers all individuals associated with a specific location. Heartbeat is crafted with enterprise users in mind, enabling you to build teams throughout your organization that can efficiently utilize the Heartbeat platform. You will discover that collaborating with your teams has reached unprecedented ease and effectiveness! As a bonus, this approach not only enhances productivity but also fosters a seamless workflow across your projects.

Fivetran is a market-leading data integration platform that empowers organizations to centralize and automate their data pipelines, making data accessible and actionable for analytics, AI, and business intelligence. It supports over 700 fully managed connectors, enabling effortless data extraction from a wide array of sources including SaaS applications, relational and NoSQL databases, ERPs, and cloud storage. Fivetran’s platform is designed to scale with businesses, offering high throughput and reliability that adapts to growing data volumes and changing infrastructure needs. Trusted by global brands such as Dropbox, JetBlue, Pfizer, and National Australia Bank, it dramatically reduces data ingestion and processing times, allowing faster decision-making and innovation. The solution is built with enterprise-grade security and compliance certifications including SOC 1 & 2, GDPR, HIPAA BAA, ISO 27001, PCI DSS Level 1, and HITRUST, ensuring sensitive data protection. Developers benefit from programmatic pipeline creation using a robust REST API, enabling full extensibility and customization. Fivetran also offers data governance capabilities such as role-based access control, metadata sharing, and native integrations with governance catalogs. The platform seamlessly integrates with transformation tools like dbt Labs, Quickstart models, and Coalesce to prepare analytics-ready data. Its cloud-native architecture ensures reliable, low-latency syncs, and comprehensive support resources help users onboard quickly. By automating data movement, Fivetran enables businesses to focus on deriving insights and driving innovation rather than managing infrastructure.

Zyte is an advanced web data extraction platform designed to help businesses unlock the full potential of online data. It provides an all-in-one Web Scraping API that can access, render, and extract data from even the most complex websites. The platform uses patented AI and automation technologies to deliver accurate, high-quality data while minimizing operational costs. Zyte also offers managed data services, where its team of experts builds and maintains custom data pipelines tailored to business needs. With over 15 years of industry experience, Zyte has become a trusted provider for organizations that rely on large-scale data collection. Its solutions cover a wide range of use cases, including product pricing, news aggregation, social media analysis, flight tracking, and real estate data. The platform is designed to support AI and machine learning applications by providing structured datasets at scale. Built-in legal compliance features ensure that businesses can extract data responsibly and with confidence. Zyte helps organizations overcome common web scraping challenges such as anti-bot protections and dynamic content rendering. Its scalable infrastructure enables businesses to handle billions of requests across multiple regions. By combining automation, AI, and expert oversight, Zyte accelerates the development of data-driven applications. Overall, it empowers businesses to transform raw web data into valuable insights and competitive advantages.

Mozart Data serves as a comprehensive modern data platform designed for the seamless consolidation, organization, and analysis of your data. You can establish a contemporary data stack in just one hour, all without the need for engineering expertise. Begin leveraging your data more effectively and empower your decision-making processes with data-driven insights right away. Experience the transformation of your data management and analysis capabilities today.

Matia stands out as an all-encompassing DataOps platform designed to enhance modern data management by unifying critical functions into a single, integrated system. By combining ETL, reverse ETL, data observability, and a data catalog, it eliminates the dependency on disparate tools, thus addressing the complexities of managing fragmented data environments. This platform empowers organizations to effectively and dependably transfer information from various sources to data warehouses, employing advanced ingestion features, including real-time updates and robust error management. Additionally, it ensures the reliable return of quality data to operational tools for actionable business insights. Matia places a strong emphasis on built-in observability throughout the data pipeline, equipped with features like monitoring, anomaly detection, and automated quality checks to uphold data integrity and reliability, preventing potential issues from disrupting downstream operations. Consequently, organizations experience a smoother workflow and improved data utilization throughout their processes, ultimately fostering enhanced decision-making capabilities and operational efficiency.

Astronomer serves as the key player behind Apache Airflow, which has become the industry standard for defining data workflows through code. With over 4 million downloads each month, Airflow is actively utilized by countless teams across the globe. To enhance the accessibility of reliable data, Astronomer offers Astro, an advanced data orchestration platform built on Airflow. This platform empowers data engineers, scientists, and analysts to create, execute, and monitor pipelines as code. Established in 2018, Astronomer operates as a fully remote company with locations in Cincinnati, New York, San Francisco, and San Jose. With a customer base spanning over 35 countries, Astronomer is a trusted ally for organizations seeking effective data orchestration solutions. Furthermore, the company's commitment to innovation ensures that it stays at the forefront of the data management landscape.

Every day, you receive a multitude of emails, but only a small percentage demand immediate attention, which has led to the creation of the email classifier outlined below for better inbox management. For customer complaints, we extract the main issue and notify #customer-support through Slack to ensure timely resolutions. Inquiries regarding delayed orders are sent to #customer-relation for appropriate follow-up. After engaging in a support call with a client, it's vital to remain informed about the conversation; therefore, you can set up a Waveline flow that emphasizes the key takeaways rather than replaying the entire discussion. Writer's block can hinder many when attempting to craft messages. To tackle this challenge, you can swiftly create an internal tool using Waveline that retrieves relevant recipient data from LinkedIn and performs a Google search, facilitating the creation of a personalized first draft effortlessly. This innovative tool effectively transforms chaotic information into a structured format. Additionally, Waveline leverages LLMs to extract valuable insights from diverse content, including text and images, thereby boosting overall efficiency and productivity. By making the most of these features, you not only streamline communication but also enhance response times, leading to a more efficient workflow. In turn, this approach helps foster better relationships with clients and promotes a more responsive customer service environment.

TROCCO serves as a comprehensive modern data platform that empowers users to effortlessly integrate, transform, orchestrate, and manage data through a single, unified interface. It features a wide range of connectors that cover various advertising platforms, including Google Ads and Facebook Ads, alongside cloud services like AWS Cost Explorer and Google Analytics 4, in addition to supporting multiple databases such as MySQL and PostgreSQL, as well as data warehouses like Amazon Redshift and Google BigQuery. A key aspect of TROCCO is its Managed ETL functionality, which streamlines the data importation process by facilitating bulk ingestion of data sources and providing centralized management for ETL settings, thus eliminating the need for individual configurations. Moreover, TROCCO is equipped with a data catalog that automatically gathers metadata from the data analysis framework, resulting in a comprehensive catalog that improves the accessibility and utility of data. Users can also create workflows that allow them to systematically arrange tasks, ensuring a logical order and combination that enhances the efficiency of data processing. This functionality not only boosts productivity but also enables users to maximize the value of their data assets, fostering a more data-driven decision-making environment. Ultimately, TROCCO stands out as an essential tool for organizations aiming to harness the full potential of their data resources effectively.

Visit our product page to discover more about our data integration software, which encompasses solutions tailored for both Active Directory and SharePoint. Our data integration tools empower developers by leveraging the SSIS ETL engine's incredible flexibility and capabilities, allowing connections to nearly any application or data source. Remarkably, this integration can occur without the need for coding, enabling your development processes to be completed in just minutes. Our solutions stand out as the most adaptable offerings available in the market today. Featuring intuitive user interfaces, our software is not only user-friendly but also designed to maximize your return on investment. With a plethora of features at your disposal, our solution ensures you can achieve optimal performance while maintaining budget efficiency, making it an essential choice for any organization seeking robust data integration. Additionally, our commitment to ongoing support means you'll always have assistance when needed.