# Jsonify

> Reliable datasets from websites and mobile apps. Describe once. Rely on it every day.

## Agent access

Every content page has a Markdown companion. Use /index.md for the homepage, or append .md to a page path (for example /pricing.md). Requesting a page with Accept: text/markdown also returns its Markdown version.

- [Connect your agent](https://www.jsonify.com/connect.md): MCP and plugin setup instructions.
- MCP endpoint: https://factory.jsonify.com/mcp (Streamable HTTP; authentication required).
- [Agent registration](https://factory.jsonify.com/auth.md): how an agent registers and authenticates with Jsonify.
- [Full site content](https://www.jsonify.com/llms-full.txt)
- [API discovery](https://www.jsonify.com/.well-known/api-catalog)

Pipeline illustrations and sample datasets are examples, not live customer results.

## Pages

- [Reliable datasets from the unreliable web](https://www.jsonify.com/index.md): Jsonify builds extraction pipelines that fetch, process and verify public data from websites and mobile apps, then keeps them running.
- [About Jsonify](https://www.jsonify.com/about.md): Jsonify is a data pipeline platform that turns public websites and mobile apps into verified datasets, delivered on schedule and repaired when a source changes.
- [Jsonify Blog](https://www.jsonify.com/blog.md): Practical guides, research and product updates for teams working with public web and app data.
- [Compare Jsonify](https://www.jsonify.com/compare.md): Compare Jsonify with web data tools, retail pricing platforms and insurance quoting software. Explore workflows, repair history and published pricing.
- [Jsonify vs Akur8](https://www.jsonify.com/compare/akur8.md): Akur8 supports actuarial pricing, from data preparation and modeling to rate making and deployment. Jsonify Benchmark (enterprise) collects external quote journeys and policy terms for insurance market analysis.
- [Jsonify vs Apify](https://www.jsonify.com/compare/apify.md): Apify is a platform and marketplace for running Actors. Jsonify builds a connected pipeline for the dataset you need and maintains the extraction steps as sources change.
- [Jsonify vs Bright Data](https://www.jsonify.com/compare/bright-data.md): Bright Data supplies proxy infrastructure, scraping APIs and data products. Jsonify gives teams a pipeline built around their requested dataset, from sources through verification and publishing.
- [Jsonify vs Browse AI](https://www.jsonify.com/compare/browse-ai.md): Browse AI turns recorded browser actions into extraction and monitoring robots. Jsonify turns a data brief into executable steps, with code repaired and checked when a source changes.
- [Jsonify vs ChatGPT](https://www.jsonify.com/compare/chatgpt.md): ChatGPT helps you research, reason and work across tools. Jsonify builds the recurring dataset those conversations can use, with collection, verification, revisions and delivery.
- [Jsonify vs Claude](https://www.jsonify.com/compare/claude.md): Compare Claude’s research and connected workflows with Jsonify’s maintained datasets, verification and source-change repair.
- [Jsonify vs Ensight Intelligent Quote](https://www.jsonify.com/compare/ensight-intelligent-quote.md): Ensight Intelligent Quote supports side-by-side Life and LTC carrier illustrations. Jsonify Benchmark (enterprise) collects external quote journeys for pricing, product and strategy teams.
- [Jsonify vs Firecrawl](https://www.jsonify.com/compare/firecrawl.md): Firecrawl gives developers APIs for scraping, crawling and monitoring the web. Jsonify builds a pipeline around the dataset you describe, including processing, verification and repairs.
- [Jsonify vs Intelligence Node](https://www.jsonify.com/compare/intelligence-node.md): Intelligence Node provides retail intelligence across pricing, promotions and the digital shelf. Jsonify Radar lets teams define a focused market dataset and its delivery around a specific business question.
- [Jsonify vs Kadoa](https://www.jsonify.com/compare/kadoa.md): Kadoa and Jsonify both position around automated data pipelines that adapt to source changes. The choice comes down to your market, the evaluation experience and the scope you need operated.
- [Jsonify vs Minderest](https://www.jsonify.com/compare/minderest.md): Minderest offers retail price intelligence covering products, prices, promotions and stock. Jsonify Radar provides a configurable market dataset for pricing, category and trade-marketing teams.
- [Jsonify vs Netrivals](https://www.jsonify.com/compare/netrivals.md): Netrivals, now offered by Lengow, focuses on competitive price intelligence and dynamic pricing. Jsonify Radar collects pricing, promotions and assortment signals for category and analytics teams.
- [Jsonify vs Octoparse](https://www.jsonify.com/compare/octoparse.md): Octoparse offers a visual scraping application, templates and cloud runs. Jsonify starts from a brief and builds the collection and verification steps needed to publish your dataset.
- [Jsonify vs Omnia Retail](https://www.jsonify.com/compare/omnia-retail.md): Omnia Retail provides pricing software for retailers and brands. Jsonify Radar produces structured competitive intelligence that pricing and category teams can use in their own decision process.
- [Jsonify vs PricingHub](https://www.jsonify.com/compare/pricinghub.md): PricingHub combines AI pricing, pricing expertise and a SaaS platform for retail and ecommerce. Jsonify Radar supplies the competitive data analysts need across prices, promotions and assortments.
- [Jsonify vs Prisync](https://www.jsonify.com/compare/prisync.md): Prisync combines competitor price and stock monitoring with pricing automation for ecommerce merchants. Jsonify Radar delivers market data for teams investigating promotions, assortment and category movement.
- [Jsonify vs Thunderbit](https://www.jsonify.com/compare/thunderbit.md): Thunderbit offers AI extraction in a browser extension, web app and API. Jsonify focuses on the reusable pipeline behind the output, including its code, checks and repair history.
- [Connect your agent](https://www.jsonify.com/connect.md): Build datasets and work with your data in Claude, ChatGPT, Copilot or another data assistant.
- [Contact](https://www.jsonify.com/contact.md): Talk to Jsonify about your data sources, pipeline or managed deployment.
- [What is Jsonify?](https://www.jsonify.com/docs.md): Jsonify builds and maintains pipelines that turn public website and mobile app data into structured datasets you can rely on every day.
- [Notifications](https://www.jsonify.com/docs/alerts/history.md): The Notifications page and the bell list every alert in the workspace. Each one has its own page with the rows that matched and where it was sent. Plus browser notifications and "notify me when done".
- [Alert rules](https://www.jsonify.com/docs/alerts/rules.md): Rules decide when something is sent and where. Watch a pipeline's runs or a dataset, send a message or rows to one destination, test the rule, and read its history.
- [Dashboards](https://www.jsonify.com/docs/analytics/dashboards.md): Ask Jason for a dashboard over your datasets, read it, filter it, look at older data, check how each number is measured, and follow links from an overview into entity pages.
- [Editing dashboards](https://www.jsonify.com/docs/analytics/editing-dashboards.md): Rename a dashboard, move and resize its cards, ask Jason to change, add or remove a card, organise sections, and set up the filter row.
- [Agents, workers and repairs](https://www.jsonify.com/docs/data-agents.md): Jason builds, changes and repairs the pipeline. Workers execute its steps to produce the dataset. Reviewers check every change before it goes live.
- [Dataset pages](https://www.jsonify.com/docs/datasets/overview.md): The dataset page is where the rows live. Read the grid, set column formats, upload or append data, manage worksheets, and see everything the dataset is connected to.
- [Row detail and provenance](https://www.jsonify.com/docs/datasets/provenance.md): Open any row to see its values, edit them, and see every action Jsonify took to find it, down to the page it came from.
- [Query and export](https://www.jsonify.com/docs/datasets/query-and-export.md): Ask a question of a dataset in SQL or in plain language, download the answer, and export whole datasets as Excel or CSV.
- [Versions](https://www.jsonify.com/docs/datasets/versions.md): Every publish, upload and edit creates an immutable dataset version. Learn when versions are made, how to browse them in the versions rail, and which one everything else reads.
- [Your first pipeline](https://www.jsonify.com/docs/getting-started/first-pipeline.md): Sign in, describe the data you need, review Jason's proposal, watch the build, check the first rows, and find your way around the Home page.
- [Glossary](https://www.jsonify.com/docs/getting-started/glossary.md): The words you will meet in Jsonify, each in a sentence or two.
- [Workspaces](https://www.jsonify.com/docs/getting-started/workspaces.md): How work is organised into organisations and workspaces, how to create and switch between them, and what happens when one is deleted.
- [How pipelines work](https://www.jsonify.com/docs/how-jsonify-works.md): A pipeline turns a data brief into a repeatable sequence of collection, processing, verification and delivery steps, and repairs itself when a source changes.
- [Ingest and serve API](https://www.jsonify.com/docs/integrations/api.md): Send rows into a dataset, read the latest rows of a dataset, and have Jsonify fetch rows from your own endpoint, all over plain HTTPS with a secret URL.
- [Command line](https://www.jsonify.com/docs/integrations/cli.md): Install the Jsonify CLI, sign in with a workspace key, and run pipelines, watch runs, export datasets and ask Jason for work from a terminal or a job.
- [Sheets, warehouses and webhooks](https://www.jsonify.com/docs/integrations/destinations.md): Outputs are destinations. Alert rules decide which rows reach Google Sheets, a warehouse or your webhook, and how they are written. Plus reading a sheet into a dataset.
- [Connect your agent (MCP)](https://www.jsonify.com/docs/integrations/mcp.md): Use Jsonify from Claude, ChatGPT, Copilot, Cursor or any MCP assistant. Read datasets, start runs, and ask Jason for work without leaving the tool you are in.
- [Integrations overview](https://www.jsonify.com/docs/integrations/overview.md): The Inputs, Outputs, Rules and AI tabs, how Jason sets up a new integration, the Test button, statuses, and the integration page.
- [Slack and email](https://www.jsonify.com/docs/integrations/slack-and-email.md): Send alert messages to a Slack channel, an inbox, your browser or your own URL, talk to Jason from Slack, and get a shared support channel with the Jsonify team.
- [Start runs from your systems](https://www.jsonify.com/docs/integrations/triggers.md): A pipeline trigger is a secret URL that starts a run with your inputs and returns the exact rows that run produced. Up to four runs at once, a test dialog, and ready-made code.
- [Snowflake, BigQuery, Postgres, MySQL and S3](https://www.jsonify.com/docs/integrations/warehouses.md): Send rows to a warehouse table or an S3 bucket, or fill a dataset from a query or an object. Every field, in the order the integration page shows it.
- [Changing a pipeline](https://www.jsonify.com/docs/jason/changing-a-pipeline.md): How to ask Jason for a change, what happens between your request and the new active version, how to check it, and how to go back.
- [Chatting with Jason](https://www.jsonify.com/docs/jason/chat.md): Where chats live, how to write a message, what you see while Jason works, how to answer questions and steer a running task, and how to reach Jason by email.
- [Inputs and parameters](https://www.jsonify.com/docs/pipelines/inputs.md): Dataset inputs, value lists, parameters and their field types, the defaults you can set as an operator, and the overrides you can make for a single run.
- [Pipeline integrations](https://www.jsonify.com/docs/pipelines/integrations.md): The Integrations page of a pipeline, with the input integrations that start or feed it, the output integrations that receive its rows, and the alert rules that watch its runs and data.
- [The pipeline page](https://www.jsonify.com/docs/pipelines/overview.md): The Pipelines list, the health states on every card, degraded pipelines, and the pipeline page itself with its hero, section tabs, specification rail, outputs, analytics and sources.
- [Settings reference](https://www.jsonify.com/docs/pipelines/settings.md): Every option under the pipeline's Settings entry (Schedule, Cache, Advanced) with its values and defaults, plus the Changelog page and pipeline notes.
- [Statement of work and steps](https://www.jsonify.com/docs/pipelines/statement-of-work.md): The plain-language contract on every pipeline, block by block, how to comment on it and commit changes to Jason, and the step diagram behind it.
- [Versions and changelog](https://www.jsonify.com/docs/pipelines/versions.md): What a pipeline version is, how builds, changes and repairs create one, viewing and restoring an earlier version, and the changelog of versions, repair attempts and decisions.
- [Row pricing and managed service](https://www.jsonify.com/docs/pricing-model.md): Start with 100 free rows, choose your monthly volume, or scope a managed enterprise deployment.
- [Radar or Benchmark?](https://www.jsonify.com/docs/radar-vs-benchmark.md): Choose the approach based on how a source exposes the information you need.
- [Run lifecycle](https://www.jsonify.com/docs/runs/lifecycle.md): Every state a run passes through, including stopping and looks stuck, why runs are cancelled, and how Stop, Resume and Delete work.
- [Run detail](https://www.jsonify.com/docs/runs/run-detail.md): The runs rail, the run head with its status pill and actions, and the Summary, Outputs, Steps, Activity and Integrations tabs of a single run.
- [Running a pipeline](https://www.jsonify.com/docs/runs/running.md): The Run Pipeline button and dialog, concurrent runs, item limits and dataset bindings, the source cache choice, the Latest runs page, run kinds, and runs started by a trigger.
- [Scheduling](https://www.jsonify.com/docs/runs/scheduling.md): Hourly, daily and weekly schedules, time zones and daylight saving, the next-run display, what a scheduled run publishes, skipped slots, and pausing.
- [Verification and repair](https://www.jsonify.com/docs/runs/verification-and-repair.md): The checks at the end of every run, the zero-row rule, how publication works, row-drop alerts, private rows on test runs, degraded pipelines, Autoheal now, and what an automatic repair looks like from your side.
- [Use a dataset from your agent](https://www.jsonify.com/docs/tutorials/agent-query.md): Connect Claude Code, Codex or ChatGPT to Jsonify over MCP, then ask questions of live data and ask Jason for new work without leaving your tools. About five minutes.
- [Track the Hacker News front page](https://www.jsonify.com/docs/tutorials/hacker-news.md): Build a small pipeline against a live public page, run it, read the rows, and see where each value came from. About ten minutes.
- [Monitor prices across retailers](https://www.jsonify.com/docs/tutorials/price-monitoring.md): Build a multi-retailer price tracker from a product catalogue, schedule it, match the same product across sites, and put a dashboard on top. About twenty minutes.
- [Get a Slack alert when a price drops](https://www.jsonify.com/docs/tutorials/slack-price-alert.md): Connect a Slack channel, write an alert rule on a dataset, and watch the first alert arrive. About five minutes.
- [Billing](https://www.jsonify.com/docs/workspace/billing.md): The monthly collection cap and price curve, enabling billing through Stripe, the estimated bill, payments and invoices, once-off row grants, enterprise plans, and what happens when a payment fails.
- [Data retention](https://www.jsonify.com/docs/workspace/data-retention.md): What the retention policy deletes and keeps, how to read the retention view and the upcoming deletions list, and how to ask for a change.
- [Workspace settings](https://www.jsonify.com/docs/workspace/settings.md): Every tab of Settings for a workspace member. Name and goal, appearance, the sidebar, sharing, the danger zone, Jason memory and emails, workspace files, retention, usage and billing.
- [Sharing a workspace](https://www.jsonify.com/docs/workspace/sharing.md): Give anyone with a link read-only access to a whole workspace, optionally behind a password. What visitors see, how they ask Jason, what they can export, and how to revoke access.
- [The sidebar](https://www.jsonify.com/docs/workspace/sidebar.md): Arrange the left navigation for everyone in a workspace. Rename, hide and reorder items, add sections and links, and pin dashboards, datasets and pipelines from their cards.
- [Team](https://www.jsonify.com/docs/workspace/team.md): Invite people by email, manage pending invitations, remove members, and understand how membership and sign-in work across workspaces.
- [Usage](https://www.jsonify.com/docs/workspace/usage.md): The rows-left meter, what counts as a row, the Usage tab with its daily chart, By pipeline and Activity views, usage warnings, and what happens when a workspace runs out of rows.
- [Managed enterprise data pipelines](https://www.jsonify.com/enterprise.md): Reliable datasets scoped to your brief. Jsonify builds, runs and repairs your pipelines, with enterprise security, support and continuity.
- [Legal](https://www.jsonify.com/legal.md): Jsonify’s privacy policy, terms of use, data collection FAQ and privacy requests.
- [Acceptable Use Policy](https://www.jsonify.com/legal/acceptable-use.md): What you may and may not do with Jsonify's platform and pipelines.
- [Data Processing Addendum](https://www.jsonify.com/legal/dpa.md): The data processing terms that apply when Jsonify processes personal data on a customer's behalf.
- [Legal FAQ](https://www.jsonify.com/legal/faq.md): Frequently asked questions about Jsonify's data collection practices, compliance, and legal responsibilities.
- [Privacy Policy](https://www.jsonify.com/legal/privacy.md): How Jsonify collects, uses, and protects personal data.
- [Remove My Data](https://www.jsonify.com/legal/remove-my-data.md): Submit a privacy request to access, correct, delete, or restrict personal data held by Jsonify.
- [For Website and App Owners](https://www.jsonify.com/legal/site-owners.md): How Jsonify collects from public sources, and how to raise collection from a website or app you operate.
- [Subprocessors](https://www.jsonify.com/legal/subprocessors.md): The third-party subprocessors Jsonify uses to provide the Services.
- [Self-Serve Terms of Use](https://www.jsonify.com/legal/terms.md): The terms governing self-serve access to and use of the Jsonify platform and services.
- [Pricing](https://www.jsonify.com/pricing.md): 100 rows per month free. Pay for useful rows at month end, with a $49 minimum above the free allowance and smooth volume pricing.
- [Product](https://www.jsonify.com/product.md): See how Jsonify turns a brief into a maintained dataset: build, run, verify, deliver and repair, launching with Radar, with Benchmark enterprise.
- [Benchmark](https://www.jsonify.com/products/benchmark.md): Compare equivalent quotes across providers, customer profiles and locations.
- [Radar](https://www.jsonify.com/products/radar.md): Monitor public prices, products, menus and listings with a dataset that stays current.
- [Report a Vulnerability](https://www.jsonify.com/security.md): How to report a security vulnerability in Jsonify responsibly: what to include, what is in scope, how we respond, and our safe harbour for good-faith research.
- [Data pipelines for your industry](https://www.jsonify.com/solutions.md): Explore Jsonify pipelines for food and beverage, retail, insurance, utilities, ecommerce and real estate.
- [Car Rental](https://www.jsonify.com/solutions/car-rental.md): Compare rental rates, fees and terms across brands for the same dates and locations.
- [Ecommerce](https://www.jsonify.com/solutions/ecommerce.md): Track marketplace offers, sellers, availability and product ratings.
- [Food & Beverage](https://www.jsonify.com/solutions/food-beverage.md): Track venue menus, brand presence and pricing across websites and delivery apps.
- [Insurance](https://www.jsonify.com/solutions/insurance.md): Benchmark insurance premiums and policy details for consistent customer scenarios.
- [ISP & Utilities](https://www.jsonify.com/solutions/isp-utilities.md): Compare broadband plans and energy tariffs by address, usage and contract terms.
- [Real Estate](https://www.jsonify.com/solutions/real-estate.md): Track public property listings, asking prices and availability changes.
- [Retail](https://www.jsonify.com/solutions/retail.md): Monitor competitor prices, promotions, availability and assortment.