Apify builder

Datamule

@datamule $$$$$ Revenue rank #1,848 ↓ -1,424

Datamule builds reliable, well-documented data-extraction tools. Scrapers and data APIs for developers, analysts, and growth teams.

Leaderboard position

out of 6,961

New actors

#618

↑ +141

Total actors

#122

↑ +152

Monthly users

#448

↓ -47

Total users

#970

↓ -423

Monthly runs

#597

↓ -305

Total runs

#947

↓ -595

Portfolio stats

New actors

3

↑ +2

Total actors

106

↑ +104

Monthly users

94

↑ +92

Total users

225

↑ +221

Monthly runs

3,105

↑ +2,984

Total runs

8,266

↑ +7,794

New actors

Actors published by day

Each bar shows one day in the last 30 days.

Aug 25 Sep 23

Portfolio concentration

Actors driving most users

73 of 106 actors cover 80%+ of monthly users.

App Store & Google Play Reviews Scraper

Scrape customer reviews from the Apple App Store and Google Play — ratings, text, author, version, date — for any app. Pay per review.

2 users/m View on Apify

2%

users

Cosmos-SDK LCD Extractor

Point at ANY Cosmos-SDK chain's LCD (REST) endpoint and extract validators, governance proposals, token supply, account balances, delegations, or inflation. Chain-agnostic across the Cosmos ecosystem; opaque next_key pagination, gov v1/v1beta1 fallback, big-int amounts kept as strings.

2 users/m View on Apify

2%

users

YouTube Comments Scraper — Top, Newest & Replies

First delivered comment: $0.0005; additional comments/replies: $0.000165 each. Export public YouTube comment text, author IDs and reply threads. Top/newest sorting, global output and spending caps. Zero-result runs have no Actor event charges.

2 users/m View on Apify

2%

users

ads.txt / app-ads.txt / sellers.json Extractor

Fetch and parse the IAB Tech Lab ad-tech transparency triad — ads.txt, app-ads.txt and sellers.json — for any domain or list of domains. One flat, normalized row per seller relationship, seller entry or variable, with a lossless raw copy. The authorized-digital-seller graph as data. Pay per record.

1 users/m View on Apify

1%

users

Aleph FollowTheMoney Extractor — investigative entity graphs

Point at an Aleph (OCCRP FollowTheMoney) instance and extract investigative-graph data via its /api/2 API — collections, entities (people, companies, sanctions), and schema metadata. For AML, due-diligence, and OSINT research.

1 users/m View on Apify

1%

users

Alertmanager Extractor

Point at any Prometheus Alertmanager v2 API and export active/silenced alerts, grouped alerts, silences, receivers and cluster status as clean rows. Labels, annotations, state and ISO-normalized timestamps. One actor over every Alertmanager-compatible host.

1 users/m View on Apify

1%

users

ArcGIS FeatureServer Extractor

Point at ANY Esri ArcGIS REST layer (FeatureServer/MapServer) behind US cities, counties, DOTs, HUD & USGS. Pages a layer's /query via resultOffset honoring exceededTransferLimit, or enumerates a service root. Flat rows: every attribute as a column + geometry + lon/lat + raw. Pay per feature.

1 users/m View on Apify

1%

users

Beacon v2 Genomics Extractor

Point at ANY GA4GH Beacon v2 endpoint (Progenetix, Cancer Cell Lines, ELIXIR/BSC) and pull biosamples, individuals, genomic variants, cohorts, datasets or filtering terms into clean flat rows. Auto-detects skip/limit paging, keeps the full record in _raw. Pay per record.

1 users/m View on Apify

1%

users

BOINC Project Extractor

Point at ANY BOINC volunteer-computing project (PrimeGrid, Einstein@Home, Rosetta@Home, yoyo@home, NFS@Home) and extract its public XML: applications & versions, server status & daemons, or the user/team/host stats exports. Sniffs the body, gunzips file-gzip stats. One uniform runner.

1 users/m View on Apify

1%

users

Bugzilla REST Extractor

Point at any Bugzilla server (Mozilla, Red Hat, LibreOffice, Gentoo) and get one structured row per bug: summary, status, resolution, product, component, priority, severity, reporter, timestamps, keywords. Also lists products and server version.

1 users/m View on Apify

1%

users

Buildbot Data Extractor

Point at any Buildbot CI master (CPython, WebKit, LLVM, GNOME, self-hosted) and get one structured row per builder, build, or worker: names, tags, build results and status, timestamps, and worker inventory. One actor for every Buildbot data API v2 server.

1 users/m View on Apify

1%

users

CAP Alert Extractor (OASIS CAP 1.2 emergency alerts)

Point at ANY CAP alerting authority (US NWS, UN GDACS, Canada NAAD, PH PAGASA, NZ MetService + more in the WMO Register) and extract OASIS CAP 1.2 alerts as flat rows. Auto-decodes GeoJSON, inline CAP-XML feeds and Atom/RSS-linked CAP docs. One row per alert x info-language x area, with geometry.

1 users/m View on Apify

1%

users

CARS-511 Traveler Info Extractor

Point at ANY CARS-511 DOT deployment and extract its traveler-information collections over the public REST API: road events, incidents, construction, traffic cameras, and winter-road conditions. One normalized row per record + the full raw record. Seeded on Ontario & Alberta 511.

1 users/m View on Apify

1%

users

cBioPortal Cancer Genomics Extractor

Point at ANY cBioPortal instance (the MSKCC flagship, BCGSC, GENIE, institutional mirrors) and pull cancer-genomics metadata: studies, the OncoTree cancer-type taxonomy, molecular profiles, and genes. One actor, the whole cBioPortal REST API, every row lossless.

1 users/m View on Apify

1%

users

ClinicalTrials.gov Scraper

Scrape clinical-trial records from the official ClinicalTrials.gov v2 REST API. Query by condition, intervention, sponsor, status, phase or free text. One record per study — NCT id, title, status, phase, sponsor, conditions, interventions, enrollment, dates, locations + the raw study. Pay per study.

1 users/m View on Apify

1%

users

Conda Repodata Extractor

Point at any Conda channel's repodata.json and get one structured row per package: name, version, build, subdir, license, md5/sha256, size, timestamp, depends and constrains.

1 users/m View on Apify

1%

users

CSAF Advisory Extractor

Point at ANY OASIS CSAF 2.0 / VEX provider or aggregator (Red Hat, Siemens, BSI/CERT-Bund, Cisco...) and pull structured security advisories. Handles both ROLIE feeds and directory distributions; flattens each doc to advisory x vulnerability x product with CVSS and remediation.

1 users/m View on Apify

1%

users

CSW Catalog Harvester

Point at ANY OGC CSW 2.0.2 catalog (GeoNetwork, pycsw, ESRI Geoportal — the metadata backbone of national/EU/city SDIs) and get flat Dublin Core rows: identifier, title, type, subject, format, date, abstract, bounding box + lossless raw XML. Handles GeoNetwork's POST-only quirk. Pay per record.

1 users/m View on Apify

1%

users

Darwin Core Archive Extractor

Point at ANY GBIF IPT host (ipt.gbif.org, VertNet, iDigBio, Canadensys, INBO...) and extract biodiversity data. Lists the dataset catalog, or streams a Darwin Core Archive into flat occurrence/taxon/event rows. Parses meta.xml authoritatively. Per-IPT runner, not the GBIF central API.

1 users/m View on Apify

1%

users

DataONE Member/Coordinating Node Extractor

Point at ANY DataONE member node or the coordinating node (KNB, Arctic, ESS-DIVE, PANGAEA, TDAR) and extract structured rows: search 1.6M+ research datasets (title/author/coverage), list the ~85-node federation registry, or dump a node's object holdings.

1 users/m View on Apify

1%

users

Datasette JSON Extractor

Point at ANY Datasette instance and pull structured data via its uniform JSON API. Discover every database + table, page a table's rows into a clean dataset, or run a read-only SQL query. Works on any datasette publish site with no per-site scraper. Pay per record.

1 users/m View on Apify

1%

users

DCAT / data.json Open-Data Catalog Harvester

Point at ANY DCAT / Project-Open-Data data.json (energy.gov, NASA, CDC & 100s of gov portals) and harvest every dataset's metadata — title, publisher, contact, accessLevel, landing page, downloads + full distribution[] + raw. Streams even huge feeds. Pay per dataset.

1 users/m View on Apify

1%

users

Decidim Participation Extractor

Point at ANY Decidim instance and extract participatory-democracy data over its public GraphQL API. Modes: participatory processes, assemblies, proposals, results, meetings. One flat row per object, translated-text fallback, Relay pagination.

1 users/m View on Apify

1%

users

DICOMweb QIDO-RS Extractor

Point at ANY DICOMweb QIDO-RS server (Orthanc, dcm4chee, Google Healthcare, DICOMcloud) and query medical-imaging metadata at study, series or instance level. Decodes DICOM-tag JSON to clean fields, keeps the raw tags. Metadata only, no pixels.

1 users/m View on Apify

1%

users

DTS Text Services Extractor

Point at ANY Distributed Text Services (DTS) endpoint — DraCor, Perseids, DoTS and the TEI text-corpus world — and extract it: browse the collection tree, list a text's citeable references, or fetch the TEI/XML of any passage. One actor for digital-humanities texts.

1 users/m View on Apify

1%

users

ESGF Search Harvester — CMIP6 / CORDEX Climate Data

Point at ANY ESGF federation node (LLNL, DKRZ, IPSL...) and harvest climate-model dataset/file records via the Search API. Facet-filter by project, model, experiment, variable, frequency. Modes: search, facets, wget file listing.

1 users/m View on Apify

1%

users

F-Droid App Catalog Scraper

Export the F-Droid open-source Android app catalog to CSV or JSON: package IDs, licenses, versions, update dates, categories and source-code links. Search or export in bulk, then refresh on a schedule. Try the ready-to-run catalog example. No login or API key; pay per returned app.

1 users/m View on Apify

1%

users

FDSN Seismic Extractor

Point at ANY seismic data center (USGS, INGV, GEOFON, IRIS, GeoNet…) and pull earthquakes or station metadata via the uniform FDSN web-services API. Query one center, a list, or all via the fdsn.org registry. Flat rows + lossless raw. Pay per record.

1 users/m View on Apify

1%

users

Friendica Network Extractor

Point at ANY Friendica instance and extract its statistics.json (server metadata + the services bridge-map of which networks the node bridges, flattened to columns) or its public /api/v1/directory member roster. Offset-paginated. Seeded on libranet.de, venera.social, pirati.ca.

1 users/m View on Apify

1%

users

GA4GH TRS Tool Registry Extractor

Point at ANY GA4GH TRS v2 registry (Dockstore, WorkflowHub) and pull tools, workflows, tool classes, versions and CWL/WDL/NFL/GALAXY descriptors into clean flat rows. Auto-pages via next_page, round-trips %2F tool ids, surfaces each version's descriptor types. Pay per tool.

1 users/m View on Apify

1%

users

Gerrit Code Review Extractor

Point at any Gerrit code-review server (Android, Chromium, OpenStack, Wikimedia, GerritHub, self-hosted) and get one structured row per change: subject, status, owner, review labels, insertions/deletions, comments and merge history. Also lists projects and server info.

1 users/m View on Apify

1%

users

Gitea / Forgejo Forge Extractor

Point at any Gitea or Forgejo instance (Codeberg, gitea.com, self-hosted) and get one structured row per repository: stars, forks, language, topics, license, issues/PR counts, timestamps and more.

1 users/m View on Apify

1%

users

Grafana Dashboard Extractor

Point at any Grafana instance and extract its dashboard + folder inventory, version and health via the open HTTP API. One row per dashboard/folder with title, uid, tags, folder; plus health and discovery modes. No per-host scraper.

1 users/m View on Apify

1%

users

Greenhouse Jobs Scraper — Company Board Export

Export public Greenhouse jobs with descriptions, locations, departments, dates and application links. Filter by job title or location across company boards you supply. $0.40 per 1,000 delivered jobs, no start fee.

1 users/m View on Apify

1%

users

GTFS Feed Extractor

Point at ANY GTFS-static feed URL (BART, MBTA, and thousands of transit agencies worldwide — one global standard) and get flat dataset rows: agency, stops, routes, trips, calendar, stop_times and more. Discovery mode lists a feed's tables. Pay per record.

1 users/m View on Apify

1%

users

Hacker News Keyword Monitor

Monitor Hacker News for keywords, brands, domains or authors via the public Algolia HN API. Search stories + comments, filter by points, comments, date & type. One record per hit — title, author, points, URL, text + raw. Pay per item.

1 users/m View on Apify

1%

users

Harbor Registry Extractor

Point at any self-hosted Harbor container registry and extract its public projects, repositories, image artifacts (with vulnerability-scan severity) and instance fingerprint via the open /api/v2.0 REST API. One actor, any Harbor — no per-host scraper.

1 users/m View on Apify

1%

users

Helm Repo Index Extractor

Point at any Helm chart repository's index.yaml and get one structured row per chart version: appVersion, digest, dependencies, maintainers, keywords, sources, deprecation and more.

1 users/m View on Apify

1%

users

IIIF Presentation Harvester

Point at ANY IIIF manifest or collection (Wellcome, Bodleian, Harvard, Library of Congress and thousands more) and get flat metadata rows: label, description, metadata pairs, rights, thumbnail, canvas count, plus per-canvas image info. Handles IIIF Presentation API 2.x and 3.x. Pay per manifest.

1 users/m View on Apify

1%

users

IVOA Simple Cone Search Extractor

Point at ANY IVOA Simple Cone Search service (VizieR, HEASARC, GAVO, IRSA, NOIRLab and thousands of observatory catalogs) and pull every catalog source within a sky circle: give RA, Dec and a radius, get one row per object. One actor, the whole Virtual Observatory.

1 users/m View on Apify

1%

users

IVOA Simple Image Access Extractor

Point at ANY IVOA Simple Image Access (SIA) service — IRSA, SkyView, GAVO, HEASARC, ESO, CADC and thousands of observatory image archives — and list every astronomical image over a sky region: give RA, Dec and a size, get one row per image with its access URL. One actor for the Virtual Observatory.

1 users/m View on Apify

1%

users

IVOA Simple Spectral Access Extractor

Point at ANY IVOA Simple Spectral Access (SSA) service — ESO, GAVO and observatory spectral archives — and list every astronomical spectrum over a sky region: give RA, Dec and a size, get one row per spectrum with its access URL. One actor for the Virtual Observatory.

1 users/m View on Apify

1%

users

Jenkins Controller Extractor

Point at any Jenkins or Hudson controller (anonymous-read) and get one structured row per job or build: status, results, timings, build history, job graph. Works on any controller via the standard /api/json Remote Access API.

1 users/m View on Apify

1%

users

Lemmy Instance Extractor

Point at ANY Lemmy instance (lemmy.world, sh.itjust.works, lemm.ee…) and pull instance stats, posts, comments or communities into clean flat rows. One actor reads every federated /api/v3 server. Sort + community filters, auto-paged, lossless _raw. Pay per item.

1 users/m View on Apify

1%

users

Linux Package Repository Extractor — APT & RPM/YUM index parser

Point at any apt (Debian Packages) or yum/dnf (repomd/primary.xml) repository and extract every binary package's metadata — name, version, deps, checksums, size, license. Generic repo-index parser for SBOM, supply-chain audit, and mirror monitoring.

1 users/m View on Apify

1%

users

Matrix Public Rooms Extractor

Point at ANY Matrix homeserver and extract its public room directory over the Client-Server API. One row per room: room ID, name, topic, member count, canonical alias, avatar, join rule, room type. Opaque next_batch pagination; optional token unlocks search/space filters.

1 users/m View on Apify

1%

users

MediaWiki API Extractor

Point at ANY MediaWiki wiki's Action API (Wikipedia, Fandom, wiki.gg, or any corporate/OSS wiki) and pull structured data: full-text search, enumerate pages, list category members, fetch page text + revisions, or read site info. Handles continue-token pagination. Pay per record.

1 users/m View on Apify

1%

users

Memento TimeMap Harvester

Point at ANY Memento (RFC 7089) TimeMap and extract every archived snapshot as flat rows — memento URI, datetime (ISO 8601), rel, original URI, collection, raw link line. Works across the Internet Archive, arquivo.pt and every Memento-compliant web archive. Pay per memento.

1 users/m View on Apify

1%

users

Mobilizon Events & Groups Extractor

Point at ANY Mobilizon instance and extract events + groups over its public GraphQL API. Browse or full-text-search the federated events/groups directory, or fetch one event/group by id. One clean row each: title, dates, category, location, organizer, tags, member counts.

1 users/m View on Apify

1%

users

Netdata Agent Extractor

Point at any open Netdata monitoring agent and export node info, the chart catalog, active alarms and fleet inventory from the public unauthenticated REST API. One actor over thousands of self-hosted Netdata nodes.

1 users/m View on Apify

1%

users

NodeInfo Instance Extractor

Point at ANY fediverse instance (Mastodon, Lemmy, Misskey, Pixelfed, PeerTube…) and extract its NodeInfo: software name & version, protocols, services, open-registrations, user counts, local posts & comments, plus the raw NodeInfo JSON. One generic runner for every fediverse server.

1 users/m View on Apify

1%

users

OAI-PMH Repository Harvester

Point at ANY OAI-PMH endpoint (arXiv, DSpace, EPrints, Invenio, OJS and thousands more) and get flat metadata rows — identifier, datestamp, title, creators, subjects, publisher, date, rights — plus lossless raw XML. All 6 verbs, incremental from/until, resumptionToken paging. Pay per record.

1 users/m View on Apify

1%

users

OGC API Coverages Extractor

Point at ANY OGC API - Coverages endpoint (the JSON/CoverageJSON successor to WCS) — pygeoapi, GNOSIS, ldproxy, GeoServer. List coverage collections, describe their schema (axes, params, CRS), or summarize CoverageJSON (axis shape + value count) as flat rows. Pay per record.

1 users/m View on Apify

1%

users

OGC API Features Extractor

Point at ANY OGC API Features service (the modern WFS successor) — pygeoapi, ldproxy, GeoServer, national mapping & city GIS. List collections or page /items by bbox/datetime/CQL to flat rows (geometry, lon/lat, computed bbox, properties) + raw GeoJSON. Pay per feature.

1 users/m View on Apify

1%

users

OGC API Records Extractor

Point at ANY OGC API - Records catalog (the JSON/GeoJSON successor to CSW) — pygeoapi, pycsw, ldproxy. List record catalogs or page /items by bbox/datetime/free-text/type/CQL to flat rows (recordId, type, title, created, keywords, themes, bbox, lon/lat) + raw GeoJSON. Pay per record.

1 users/m View on Apify

1%

users

OGC API Tiles Extractor

Point at ANY OGC API - Tiles endpoint (the JSON-native successor to WMTS) — ldproxy, GNOSIS, GeoServer, pygeoapi. Inventory vector/map tileset offerings, list tile matrix sets (CRS, zoom levels, axes), or discovery-scan a server's tiles capabilities as flat rows. Pay per record.

1 users/m View on Apify

1%

users

OGC EDR Extractor

Point at ANY OGC API - EDR (Environmental Data Retrieval) service — Met Office, FMI, pygeoapi. List collections, then query environmental data by position, area, radius, trajectory, or cube. Flattens CoverageJSON / GeoJSON to rows (parameter, value, unit, lon/lat, time). Pay per record.

1 users/m View on Apify

1%

users

OGC WCS Coverage Extractor

Point at ANY OGC Web Coverage Service (WCS 2.0.1/2.0.0/1.1/1.0) — rasdaman, MapServer, GeoServer, deegree, EOxServer, THREDDS. Reads GetCapabilities + DescribeCoverage; returns flat rows per coverage (id, subtype, WGS84 bbox, grid type, axis labels, corners, range fields). Pay per coverage.

1 users/m View on Apify

1%

users

OHDSI WebAPI Extractor

Point at ANY OHDSI WebAPI (the OMOP-CDM / ATLAS analytics REST API) and pull server info, data sources & daimons, saved cohort definitions, concept sets, and OMOP vocabulary concept search into clean flat rows. One generic runner for any observational-health host. Pay per record.

1 users/m View on Apify

1%

users

OParl Council Information Extractor

Point at ANY German OParl council-information system (Ratsinformationssystem) for flat rows — papers (Drucksachen), meetings, committees, people. One actor, every vendor (STERNBERG, more-rubin, CC e-gov): reads list URLs from the Body, follows links.next paging, skips dead endpoints. Pay per record.

1 users/m View on Apify

1%

users

Open311 Service Request Extractor

Point at any Open311 (GeoReport v2) city for one structured row per 311 service request: id, status, service, description, address, coordinates, media, agency, timestamps. Also pull the service-type catalog and the endpoint discovery — the open municipal-311 standard, anonymous read.

1 users/m View on Apify

1%

users

OpenActive Opportunity Extractor

Point at ANY OpenActive dataset site, data catalog, or RPDE feed and harvest UK sports & activity opportunity data — classes, sessions, facility slots and events from 100s of leisure operators (GLL, Everyone Active, Halo...). Follows the RPDE cursor, handles tombstones. Pay per item.

1 users/m View on Apify

1%

users

OpenAlex Scholarly Works Scraper

Scrape scholarly works (papers, preprints, books), authors, institutions & journals from the free public OpenAlex API. Search + filter by author, institution, concept, year, type & open-access; sort; auto-paginate. Clean columns + raw. Pay per record.

1 users/m View on Apify

1%

users

OpenDataSoft Explore Extractor

Point at ANY OpenDataSoft portal (Paris, RTE, data.opendatasoft.com + thousands more) and pull real ROW data via the Explore API v2.1. List the dataset catalog or extract records with ODSQL where/select/order_by/group_by + facets. Auto-paginates to flat rows + geo. Pay per record.

1 users/m View on Apify

1%

users

openEO Back-End Extractor

Point at ANY openEO back-end (the standard API for Earth-observation cloud back-ends — VITO/Terrascope, Copernicus Data Space, EODC). Extract collections, the process registry, capabilities, file formats, service types or UDF runtimes as flat rows + raw JSON. No auth. Pay per record.

1 users/m View on Apify

1%

users

openFDA Scraper

Scrape the U.S. FDA's official openFDA API — drug & device adverse events, recalls/enforcement, 510(k) clearances, product labels, NDC, food & animal events. One actor over 18 official public datasets with the full search/count/sort grammar. Pay per record.

1 users/m View on Apify

1%

users

PeerTube Instance Harvester

Point at any PeerTube instance and export its videos, channels and instance metadata from the public /api/v1 REST API. Federated, self-hosted YouTube alternative — one actor over thousands of instances.

1 users/m View on Apify

1%

users

Prometheus Endpoint Extractor

Point at any Prometheus HTTP API v1 server (Prometheus, Thanos, Mimir, VictoriaMetrics, Grafana Agent) and export PromQL query results, range series, label values, scrape targets, rules, metric metadata and build info as clean rows. One actor over every Prometheus-compatible server.

1 users/m View on Apify

1%

users

PxWeb Statistics Extractor

Point at ANY PxWeb statistical service (SCB Sweden, StatFi Finland, Norway, Iceland…): name a table and get flat, fully labeled statistics — one row per cell. Decodes index-encoded JSON-stat2, joining every dimension to its code + name. Discovery walks the subject tree. Pay per record.

1 users/m View on Apify

1%

users

Reconciliation Service Extractor (OpenRefine / W3C)

Point at ANY W3C Reconciliation (OpenRefine) service and pull results: fetch the capability manifest, batch-match query strings to candidate entities with scores, autocomplete (suggest), and fetch property values (extend). Works with Wikidata, GND, Getty and any conforming endpoint.

1 users/m View on Apify

1%

users

Research Repository Harvester (Dataverse / DSpace / InvenioRDM)

Point at ANY Dataverse, DSpace 7/8, or InvenioRDM/Zenodo install and harvest every dataset's metadata via one unified API — title, authors, DOI/handle, subjects, date, type, license, files, landing page + raw. One actor spans thousands of institutional repositories. Pay per record.

1 users/m View on Apify

1%

users

RPKI Relying-Party VRP Extractor

Point at ANY RPKI validator's VRP export (rpki-client, Routinator, FORT, Cloudflare) and extract validated ROAs: origin ASN, prefix, maxLength, trust anchor, expiry. Optional ASN / prefix / trust-anchor filters. Auto-detects the array key. Seeded on Cloudflare & rpki-client.org.

1 users/m View on Apify

1%

users

RSS & Atom Structured Feed Extractor

Point at ANY RSS or Atom feed (news, blogs, podcasts, GitHub releases, YouTube) and get clean structured rows. Auto-detects RSS 2.0 / RSS 1.0 / Atom and normalizes every entry to one schema: title, link, content, author, categories, ISO-8601 dates, enclosures. Pay per item.

1 users/m View on Apify

1%

users

ActorHunt MCP

Feed your AI agent workflows with better Apify Store data.

ActorHunt gives paid members MCP access to keyword data, actor evidence, and Store movement for deciding what to build next.