Linkedin

LinkedIn Company Activity Extractor

Extract recent posts and insights from LinkedIn company pages in seconds. Stay updated, track trends, and streamline your outreach.

Last updated

LinkedIn stands as the go-to platform for professional content, offering unmatched access to industry updates, thought leadership, and company activities. With millions of **company profiles** regularly updating their information, it serves as a dynamic hub for networking, branding, and growth oppor

LinkedIn stands as the go-to platform for professional content, offering unmatched access to industry updates, thought leadership, and company activities. With millions of company profiles regularly updating their information, it serves as a dynamic hub for networking, branding, and growth opportunities. These updates are a goldmine for identifying potential customers and developing an effective outreach strategy. From product launches to recruitment campaigns, the activity feed on LinkedIn provides actionable insights that can significantly enhance efficient business outreach.

However, manually tracking these updates can be time-intensive and prone to human error. This is where TexAu’s LinkedIn Company Activity Extractor becomes a game-changer. By automating data collection, this outreach automation tool saves valuable time and ensures efficient lead extraction. It empowers users to monitor trends, competitor strategies, and industry shifts comprehensively, boosting team efficiency and enhancing engagement across multiple channels of engagement.

Unveiling the Key Features of TexAu’s LinkedIn Company Activity Extractor

Comprehensive Activity Data Extraction

The extractor is designed to pull a wealth of details from company profiles on LinkedIn. Users can retrieve post content, engagement metrics (likes, comments, shares), post dates, and even content types like text, images, or videos. This capability is ideal for refining your outreach strategy and identifying trends.
Example Scenario: Imagine you’re a content marketer analyzing a competitor’s LinkedIn page. The tool provides a clear breakdown of their engagement patterns. For instance, it might reveal that video posts garner 50% more likes and comments than image-based posts. These insights allow you to prioritize similar formats in your content strategy, improving outreach efficiency.

Customizable Filters

Not all data is equally relevant. With customizable filters, you can focus on specific parameters such as date ranges, engagement thresholds, or activity types. This targeted approach ensures you collect only the most valuable information, streamlining manual tasks.
Example Scenario: If your objective is to analyze engagement trends over the past quarter, you can filter out older posts and low-performing content. This ensures sharper insights into current strategies and boosts team efficiency by eliminating irrelevant data.

Bulk Data Export

Manually extracting data from multiple company profiles is tedious and time-consuming. With TexAu, you can export data from several LinkedIn pages simultaneously, enabling efficient lead extraction and large-scale analysis.
Example Scenario: A marketing agency handling multiple clients can analyze the LinkedIn activity of all their competitors in one go. This approach enhances outreach automation by creating tailored strategies for each client while saving valuable time.

Export Formats for Seamless Integration

The tool supports exporting data in CSV or Excel formats, ensuring compatibility with popular marketing platforms and analytics tools.
Example Scenario: You can export engagement metrics into Google Sheets and use visual tools like charts or pivot tables to identify trends. For instance, analyzing company profiles during trade show seasons might reveal that certain industries have a higher frequency of posts, guiding your generation efforts.

Why Use TexAu’s LinkedIn Company Activity Extractor?

Competitor Analysis: Stay Ahead of the Competition

Understanding the strategies of your competitors is one of the most effective ways to refine your business approach and maintain a competitive edge. With TexAu's LinkedIn Company Activity Extractor, you can access valuable insights into company profiles, the content your competitors are posting, and the engagement their posts receive. This helps you pinpoint their successes, learn from their mistakes, and adapt your outreach strategy accordingly.

How It Works: The extractor enables you to track top-performing posts, analyze content themes, and identify the formats that resonate most with your shared target audience. From thought-leadership articles to product launch announcements, you gain a clear view of what works in your industry and how to enhance your outreach efficiency.

Example Scenario: Suppose your competitor consistently posts thought-leadership articles that receive high engagement, such as white papers, in-depth blogs, or how-to guides. By analyzing these posts, you discover that their audience values actionable insights and educational content. You can develop a similar strategy by publishing your own expert articles, offering unique perspectives or solutions to industry challenges. This positions your brand as a thought leader while boosting response rates and audience trust.

Trend Monitoring: Spot Emerging Opportunities

In a fast-paced digital environment, staying ahead of industry trends is critical. By using the extractor to monitor key decision-makers, companies, and influencers in your niche, you can identify emerging topics, content formats, and audience preferences.

Why It Matters: Monitoring industry leaders and competitors allows you to adapt your content strategy and align it with the current interests of your audience. Staying on top of trends ensures your brand remains relevant and engaging.

Example Scenario: By analyzing LinkedIn activity in the technology sector, you notice a significant uptick in posts about artificial intelligence (AI). Frequent shares of AI-related articles, videos, and case studies indicate a growing interest in this topic. Armed with this insight, your team creates timely and relevant posts about AI applications in your industry. These posts attract attention from potential customers and establish your expertise in the field.

Content Strategy Development: Create Resonant Content

Crafting content that resonates with your audience is the key to driving engagement and building a strong LinkedIn presence. By leveraging insights from competitors' activity, you can identify the types of content that perform well and incorporate similar strategies into your own approach.

How It Works: The extractor highlights content formats, themes, and topics that generate the highest engagement. Use this data to refine your own LinkedIn content, ensuring it aligns with the preferences of your audience and strengthens your channels of engagement.

Example Scenario: If your analysis reveals that competitors' posts featuring customer testimonials consistently receive high engagement, you can incorporate similar content into your strategy. For instance, you might share personalized messages like case studies or video testimonials from satisfied clients. This builds trust with your audience and showcases the value of your products or services.

Lead Generation: Identify Growth Opportunities

Active LinkedIn profiles often belong to companies that are in growth phases. By tracking these profiles, you can identify potential leads or collaborators. Companies posting frequently about hiring, partnerships, or product updates are likely investing in expansion, making them ideal prospects for your outreach efforts.

Why It Matters: Tracking LinkedIn activity helps sales teams prioritize their efforts by focusing on high-potential leads. It also enables timely outreach, ensuring you connect with prospects when they're most receptive to collaboration.

Example Scenario: A sales team notices that a target company is frequently posting about new product updates and partnerships. These updates indicate that the company is actively growing and exploring opportunities. The sales team uses this insight to craft a personalized follow-up message, offering solutions that align with the company’s growth strategy. As a result, they successfully secure a meeting to discuss potential collaboration.

Use Cases Across Professions

1. For Marketers: Analyze and Optimize Campaigns

Marketers can use the extractor to analyze competitors’ campaigns, including product launches, brand promotions, or event marketing efforts. By leveraging this efficient lead extraction tool, marketers can refine their strategies for maximum impact and improve outreach efficiency.

Example Scenario: A marketing team extracts data on a competitor’s product launch campaign. By analyzing the tone, content format, and timing of posts, they discover that the competitor’s promotional videos performed exceptionally well. Incorporating similar elements into their own strategy, they achieve higher conversion rates and enhanced brand awareness.

2. For Sales Teams: Track Potential Leads

Sales professionals can use the tool to monitor updates from target companies, identifying potential leads and activity that may indicate sales opportunities. This ensures their outreach efforts are aligned with the companies’ growth trajectories.

Example Scenario: A sales executive tracks LinkedIn posts from a list of target companies. One company frequently posts about new office locations and hiring, signaling expansion. Using this insight, the sales executive tailors their pitch with personalized messaging, emphasizing how their solution supports the company’s scaling needs. This efficient business outreach approach leads to a successful deal.

3. For Recruiters: Identify Hiring Trends

Recruiters can use the extractor to track job postings and hiring-related updates from companies in specific industries. This insight enables efficient lead generation and helps identify high-demand roles.

Example Scenario: A recruiter extracts hiring-related posts from companies in the IT sector. By analyzing this data, they discover that software engineering roles are in high demand. They adjust their sourcing strategy using message templates and targeted outreach, successfully filling roles faster and ensuring team efficiency for clients.

4. For Business Owners: Monitor Competitors and Partners

Business owners can stay informed about competitor strategies and industry developments to make strategic decisions. Monitoring company profiles and activities helps them identify opportunities for differentiation and collaboration.

Example Scenario: A business owner monitors product announcements and updates from competitors. By identifying the timing, format, and themes of these announcements, they strategically plan their own outreach campaigns. This allows them to capture audience attention, stand out from competitors, and develop options for outreach that resonate with their target market.

TexAu’s LinkedIn Company Activity Extractor is a versatile tool that delivers actionable insights for professionals across industries. Whether you're a marketer refining campaign strategies, a sales professional generating leads, a recruiter identifying hiring trends, or a business owner planning strategic outreach, this tool simplifies the process of extracting and analyzing LinkedIn data. By understanding competitor activities, tracking trends, and leveraging insights, you can create impactful strategies that drive growth and success.

Best Practices for Using the LinkedIn Company Activity Extractor

1. Define Your Objectives

Before using TexAu’s LinkedIn Company Activity Extractor, it’s crucial to establish clear objectives. Knowing what you want to achieve will ensure that the data you extract aligns with your business goals and maximizes outreach efficiency.

  • Competitor Analysis: If your goal is to monitor competitors, focus on extracting posts related to product launches, campaigns, or announcements. This helps you understand their strategies and refine your own outreach strategy.
  • Trend Tracking: For staying ahead of industry trends, extract posts from influential companies or key decision-makers. Identify frequently discussed topics to align your messaging with current interests and maintain a flexible approach.
  • Lead Generation: When identifying potential customers or partners, extract data from companies that are consistently active. Posts about hiring, partnerships, or new initiatives often signal growth opportunities.

Example: A SaaS marketer defined their goal as analyzing competitor product launches. They used the extractor to gather posts related to feature updates and identified high-engagement formats like explainer videos. This insight helped them create a similar campaign, resulting in a 20% increase in response rates.

2. Focus on Relevant Data

LinkedIn activity can generate an overwhelming amount of information, making it essential to focus only on what matters. TexAu’s customizable filters allow you to refine your data based on specific criteria like date ranges, engagement levels, or post types.

  • Filter by Date: Extract posts from the last quarter to focus on recent trends and generation efforts.
  • Filter by Engagement: Target posts with high numbers of likes, comments, and shares to identify successful strategies and boost your conversion rates.
  • Filter by Post Type: Narrow down to videos, images, or text posts, depending on your content strategy.

Example: A recruiter looking to identify hiring trends used the tool to filter out low-engagement posts and focus on recent job postings. This enabled them to pinpoint companies actively expanding their workforce and tailor personalized messaging for outreach.

3. Leverage Insights Strategically

The real value of TexAu’s extractor lies in applying the insights you uncover. After extracting data, analyze patterns, engagement metrics, and content strategies to make informed decisions that align with your goals.

  • Improve Your Content Strategy: Identify the types of posts that perform well for competitors and create similar ones to enhance team efficiency and strengthen channels of engagement.
  • Enhance Lead Generation: Target companies with consistent LinkedIn activity, as they are likely more open to collaboration and partnerships.
  • Boost Brand Visibility: Use trend insights to position your brand as an industry leader by addressing emerging topics in your own posts and increasing response rates.

Example: A tech startup noticed that their competitor’s posts about employee culture received significant engagement. They decided to share similar content, including behind-the-scenes photos and team achievements. This strategy boosted their follower count by 40%, enhanced brand visibility, and improved audience trust.

Challenges Solved by TexAu’s LinkedIn Company Activity Extractor

1. Manual Data Collection

Tracking LinkedIn activities manually can be tedious and prone to errors, especially when dealing with multiple company profiles or large datasets. TexAu automates the process, enabling you to extract comprehensive data within minutes and significantly improve team efficiency.

  • Efficiency: Save hours by automating data collection instead of scrolling through LinkedIn pages manually.
  • Accuracy: Automation ensures no critical posts, metrics, or potential leads are overlooked.

Example: A digital marketing agency previously spent 10 hours a week tracking competitor campaigns manually. With TexAu, they reduced this process to under an hour, freeing up valuable time for strategy development and enhancing their outreach strategy.

2. Data Overload

The sheer volume of LinkedIn activity can be overwhelming, making it challenging to extract actionable insights. TexAu addresses this issue with robust filtering options, ensuring your outreach automation tool delivers only what you need.

  • Custom Filters: Focus on high-engagement posts, specific post types, or relevant date ranges.
  • Organized Outputs: Export data in structured formats like CSV or Excel for seamless integration with marketing platforms or analytics tools.

Example: A business owner extracted data from multiple competitors and used filters to prioritize posts related to product launches. This approach allowed them to concentrate on relevant insights, improving their content strategy without being bogged down by unnecessary details.

3. Missed Opportunities

In the fast-paced digital landscape, opportunities can vanish quickly. TexAu’s real-time data extraction ensures you never miss critical updates from competitors, clients, or industry leaders.

  • Timely Insights: Stay updated on competitor activities such as campaigns, partnerships, or hiring trends.
  • Actionable Data: Use insights to respond swiftly to market shifts and enhance lead generation efforts.

Example: A sales team noticed a target company frequently posting about new partnerships. They used this insight to craft a personalized follow-up message and pitch their services, leading to a successful collaboration.

Real-Life Applications: Success Stories

Case Study 1: Marketing Insights

A marketing team used TexAu to extract posts from competitor company profiles and analyze high-performing content. They noticed that video posts featuring customer testimonials consistently generated more engagement. By replicating this approach, the team improved their own post engagement by 30%, enhancing their outreach efficiency and driving stronger response rates.

Takeaway: Analyzing competitor successes can directly inform and enhance your content strategy, making it more effective and targeted.

Case Study 2: Sales Opportunities

A sales team tracked updates from 50 potential leads using TexAu. By identifying companies actively posting about hiring and product updates, they pinpointed 20 new leads for outreach campaigns. This enabled them to craft personalized messaging and align pitches with the growth needs of target companies, improving their conversion rates.

Takeaway: Active LinkedIn pages often signal growth, making them ideal targets for efficient business outreach and tailored sales efforts.

Case Study 3: Recruitment Strategy

A recruiter extracted hiring-related posts from competitors in the IT sector. By identifying companies frequently hiring software developers, they targeted candidates from those organizations and filled positions 25% faster than usual. This streamlined their recruitment efforts and improved their ability to meet client needs.

Takeaway: Tracking hiring trends provides a competitive edge in recruitment, enabling faster placements and building stronger team efficiency.

Tracking Key Metrics for Maximum Impact

1. Engagement Metrics

Engagement metrics like likes, comments, and shares reveal what resonates most with audiences and help fine-tune your outreach strategy.

Why It Matters: High engagement indicates successful content strategies and effective channels of engagement.

How to Use: Focus on replicating high-performing formats and topics that align with your content strategy.

Example: A B2B company found that posts with infographics received twice as many shares as text-based updates. They incorporated infographics into their strategy, increasing their post shares by 25% and improving their conversion rates.

2. Content Trends

Monitoring shifts in content formats or themes helps you stay ahead of the curve and keep your brand aligned with industry preferences.

Why It Matters: Adapting to emerging trends ensures your brand remains relevant and boosts team efficiency.

How to Use: Experiment with new formats like polls or carousel posts based on competitor activities.

Example: An e-commerce brand noticed competitors frequently posting polls about shopping preferences. They created similar polls, which boosted their engagement and provided valuable customer insights for their marketing campaigns.

3. Post Frequency Analysis

Understanding how often companies post can reveal their overall activity level and outreach automation strategy.

Why It Matters: Regular posting often correlates with higher visibility, engagement, and efficient lead generation.

How to Use: Identify active companies for collaboration or inspiration.

Example: A partnership manager identified highly active companies in their target market by analyzing LinkedIn activity trends. They reached out to these companies for collaborations, leading to a 15% increase in co-branded campaigns and enhanced team efficiency.

TexAu’s LinkedIn Company Activity Extractor is a powerful tool that saves valuable time, enhances accuracy, and provides actionable insights. By automating data collection and offering robust filtering options, it empowers professionals across industries to make informed decisions. Whether you’re a marketer refining your content strategy, a recruiter identifying hiring trends, or a sales team generating potential leads, TexAu ensures you stay ahead in the competitive LinkedIn landscape.\

Conclusion: Unlock LinkedIn’s Full Potential with TexAu

TexAu’s LinkedIn Company Activity Extractor is an indispensable tool for professionals aiming to optimize their LinkedIn strategies. Whether it’s competitor analysis, trend monitoring, or lead generation, the tool provides actionable insights that save time and boost results. Embrace automation and take the guesswork out of LinkedIn activity tracking—empowering your business to make informed, impactful decisions.

The LinkedIn Company Activity Extractor automation helps founders, marketers, sales managers, and growth hackers extract the latest activities of companies on LinkedIn. This Automation is perfect for tracking company updates, analyzing competitors, and gathering insights for outreach strategies. With TexAu’s scheduling and export options, you can efficiently monitor activities and save the data for analysis.

Step 1: Log in to TexAu and Connect LinkedIn

Log in to your TexAu account at v2-prod.texau.com.

Go to Accounts and connect your LinkedIn account. You can choose one of these methods:

  • Share via Magic Link: Share the link, copy it to your browser, and follow the steps to integrate your LinkedIn account securely.
  • Add Account: Sync cookies and browser data with TexAu for seamless integration.

Tip: Use Magic Link for an easy and secure connection.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Common/log-in-to-texau-and-connect-linkedin/connect-linkedin.png" alt="connect-linkedin" /%}

Step 2: Choose Cloud or Desktop Execution

Decide how you want to run the automation:

  • Cloud Mode: Automates tasks on TexAu’s servers with built-in proxies. You can add custom proxies via Settings > Preferences > Proxies.
  • Desktop Mode: Runs automation on your local device using your IP address.

Tip: Desktop mode saves cloud runtime credits and gives more control over the process.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Common/cloud-or-desktop-execution/cloud-or-desktop-execution.png" alt="choose-cloud-or-desktop-execution" /%}

Step 3: Search for the Particular LinkedIn Automation

  • Navigate to the Automation Store on TexAu.
  • Use the search bar to find LinkedIn Company Activity Extractor automation.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Automations/linkedin-company-activity-extractor/linkedin-company-activity-extractor.png" alt="search-for-the-particular-LinkedIn-automation" /%}

Step 4: Select Your Input Source

Define the input source to specify LinkedIn company URLs for the LinkedIn Company Activity Extractor automation. Here's how to configure each:

Manually Enter a Single Input

Use this option to extract activity details from a single LinkedIn company profile. Here’s how to use it:

  • LinkedIn Company URL: Enter the LinkedIn company URL into the input field.
  • This option is ideal for targeted insights on one specific company.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Automations/linkedin-company-activity-extractor/linkedin-company-activity-extractor-single-inputs.png" alt="enter-a-single-input" /%}

Use Google Sheets for Bulk Input

This option is perfect for extracting activities from multiple LinkedIn company profiles efficiently. Follow these steps:

  • Connect Your Google Account
    • Click Select Google Account to choose your Google account or click Add New Google Sheet Account (you can add multiple Google accounts).
  • Select the Spreadsheet
    • Click Open Google Drive to locate the Google Sheet containing LinkedIn company URLs.
    • Select the spreadsheet and the specific sheet (e.g., Sheet5) containing the LinkedIn company URLs.
  • Provide Input Details
    • LinkedIn Company URL: Choose the column header containing the LinkedIn company URLs. This step is mandatory for the automation to function correctly.
    • Mode: Select the type of content to extract from the dropdown menu. Options include All, Images, Videos, Articles, or Documents.
  • Adjust Processing Options
    • Number of Rows to Process (Optional): Define the number of rows to process from the sheet. You can input a specific number in the corresponding field.
    • Number of Rows to Skip (Optional): Specify rows to skip at the beginning of the sheet to ensure proper data management.
    • Click Run in the lower-right corner to start the automation if no advanced settings are needed.

Optional Advanced Feature:

  • Loop Mode: Enable Loop Mode to re-process the Google Sheet from the beginning once all rows are completed. This is useful for tasks that require recurring updates.

Watch Row (Optional)

Watch Row feature ensures real-time workflow automation by detecting new rows in Google Sheets and executing workflows accordingly.

Customize Watch Row by selecting an execution frequency and setting an end date.

Watch Row Schedule

  • None
  • Scheduling Intervals (e.g., every 15 minutes, every hour)
  • One-Time Execution
  • Daily Execution
  • Weekly Recurrence (e.g., every Tuesday and Thursday)
  • Monthly Specific Dates (e.g., 5th and 20th)
  • Custom Fixed Dates (e.g., March 8)

By default, Watch Row scans every 15 minutes and executes for five days unless modified.

With Watch Row, TexAu eliminates manual workflow execution.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Automations/linkedin-company-activity-extractor/linkedin-company-activity-extractor-1-google-sheet.jpeg" alt="use-google-sheets-for-bulk-input" /%}

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Automations/linkedin-company-activity-extractor/linkedin-company-activity-extractor-2-google-sheets.jpeg" alt="use-google-sheets-for-bulk-input" /%}

Process a CSV File

This option allows you to manage LinkedIn company activities using a static file. Follow these steps:

  1. Upload the File
    • Click Upload CSV File and browse to locate the file containing LinkedIn company URLs.
    • Once uploaded, TexAu will display the file name and preview its content. Verify the data to confirm the correct file is selected.
  2. Provide Input Details
    • LinkedIn Company URL: Choose the column header containing the LinkedIn company URLs. This step is mandatory for the automation to function correctly.
    • Mode: Select the type of content to extract from the dropdown menu. Options include All, Images, Videos, Articles, or Documents.
  3. Adjust Processing Options
    • Number of Rows to Process (Optional): Specify the number of rows to process from the CSV file.
    • Number of Rows to Skip (Optional): Define rows to skip at the beginning of the file.
  4. Click Run in the lower-right corner to initiate the automation if advanced configurations like scheduling are not required.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Common/texau-input-source-options.png" alt="step3" /%}

Step 5: Schedule the Automation (Optional)

Schedule the automation to run at specific intervals to keep track of the latest company activities. Select one of the following options:

  • None
  • At Regular Intervals (e.g., every 24 hours)
  • Once
  • Every Day
  • On Specific Days of the Week (e.g., Mondays and Wednesdays)
  • On Specific Days of the Month (e.g., the 1st and 15th)
  • On Specific Dates (e.g., January 1)

Tip: Scheduling ensures your company activity data remains up-to-date.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Common/schedule-the-automation/schedule-the-automation.png" alt="schedule-the-automation" /%}

Step 6: Set an Iteration Delay (Optional)

Avoid detection and simulate human-like activity by setting an iteration delay. Choose minimum and maximum time intervals to add randomness between actions. This makes your activity look natural and reduces the chance of being flagged.

  • Minimum Delay: Enter the shortest interval (e.g., 10 seconds).
  • Maximum Delay: Enter the longest interval (e.g., 20 seconds).

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Common/iteration-delay/iteration-delay.pngr/Step5.png" alt="iteration-delay" /%}

Step 7: Choose Your Output Mode (Optional)

Choose how to save and manage the extracted company activity data. TexAu provides the following options:

  • Append (Default): Adds new results to the end of existing data, merging them into a single CSV file.
  • Split: Saves new results as separate CSV files for each automation run.
  • Overwrite: Replaces previous data with the latest results.
  • Duplicate Management: Enable Deduplicate (Default) to remove duplicate rows for clean, organized data.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Common/output-mode/output-mode.png" alt="output-mode " /%}

Step 8: Access the Data from the Data Store

After the automation completes, go to the Data Store section in TexAu to access your results. Find the LinkedIn Company Activity Extractor automation or the name you’ve entered, click See Data, then choose either Download CSV to export the data or Open to Google Sheet for quick access.

{% custom-image src="https://v2-web-assets.s3.us-east-1.amazonaws.com/Automations/LinkedIn+Job+Scraper/data-store-see-data.png" alt="step8" /%}

The LinkedIn Company Activity Extractor automation allows you to stay updated on the latest activities of companies on LinkedIn. With features like scheduling, iteration delays, and export options, this automation is ideal for founders, marketers, and sales managers to track company updates and gather actionable insights. Save time and monitor company activities efficiently with TexAu.

Run this automation on your own server.

TexAu V3 doesn't host social-platform automations anymore — but the runnable code is yours. Tell us your inputs, outputs, and target environment, and we'll ship you a working version you can deploy and operate yourself.