[{"data":1,"prerenderedAt":157},["ShallowReactive",2],{"blog-\u002Fblog\u002Fprecision-meets-privacy-consumer-search-experience\u002F":3,"related-blog-\u002Fblog\u002Fprecision-meets-privacy-consumer-search-experience\u002F":126},{"id":4,"title":5,"abstract":6,"author":7,"body":15,"description":108,"excerpt":6,"extension":109,"head":6,"image":110,"imageAlt":6,"keywords":111,"meta":118,"modified":119,"navigation":120,"path":121,"proficiencyLevel":6,"published":119,"rawbody":122,"schemaOrg":6,"schemaType":6,"section":112,"seo":123,"stem":124,"__hash__":125},"blog\u002Fblog\u002Fprecision-meets-privacy-consumer-search-experience.md","Precision Meets Privacy: Elevating the Consumer Search Experience",null,{"name":8,"slug":9,"jobTitle":10,"bio":11,"twitterCreator":12,"sameAs":13},"Ian Wagner","ian-wagner","Founder & President \u002F COO","Ian is co-founder of Stadia Maps and leads engineering and operations. He works on routing, navigation, and the technical foundations that keep customer applications reliable at scale.","@ianthetechie",[14],"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fian-w-wagner\u002F",{"type":16,"value":17,"toc":100},"minimark",[18,25,28,31,36,60,63,67,70,73,77,80,83,85],[19,20,21],"blockquote",{},[22,23,24],"p",{},"Developers often hit a ceiling when moving from a search prototype to a production-ready global product. Stadia Maps delivers more reliable structured geocoding by aggregating open datasets from across the globe, applying freshness signals to POI data, and providing structured endpoints that eliminate the black box guesswork of single-string search. All while maintaining a strict no-tracking policy.",[26,27],"hr",{},[22,29,30],{},"Building a location-aware application often starts with a simple goal: helping users find where they need to go. Let's look at the specific gaps in the current geocoding landscape and how we've built a more reliable path forward.",[32,33,35],"h2",{"id":34},"coverage-and-data-quality","Coverage and Data Quality",[22,37,38,39,47,48,53,54,59],{},"Our geocoding API surfaces three core capabilities: ",[40,41,46],"a",{"href":42,"rel":43,"target":45},"https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Fautocomplete\u002F",[44],"external","_blank","fuzzy search and autocomplete"," to resolve ambiguous input in under 100ms, ",[40,49,52],{"href":50,"rel":51,"target":45},"https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Freverse-search\u002F",[44],"reverse geocoding"," to convert coordinates into street-level addresses from a dataset of over 1 billion locations globally, and ",[40,55,58],{"href":56,"rel":57,"target":45},"https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Fstructured-search\u002F",[44],"structured data"," access for clean, parsed results that satisfy strict schema requirements. All three depend on the same thing: data you can trust.",[22,61,62],{},"Geocoding quality isn't just about how often data updates. It's about how many sources you draw from and whether those sources tell you something meaningful. A single-provider dataset, no matter how frequently refreshed, will have gaps. We aggregate open datasets from across the globe, giving you broader coverage than any single source provides. For POI data specifically, we use Foursquare's freshness signals to reduce the likelihood that a result points to a location that closed years ago.",[32,64,66],{"id":65},"move-beyond-the-single-string-black-box","Move Beyond the Single-String Black Box",[22,68,69],{},"Free-form single-string search is popular, but it's often an inefficient way to handle data. Most providers force you into a \"black box\" parser that guesses what your user meant, which works until it doesn't.",[22,71,72],{},"Structured search shines when you already know something about your data, such as information from a shipping form or a registration profile. Structured geocoding endpoints let you pass postal codes, specific cities, and other clean facts directly to the engine. Removing ambiguity ensures better results and more reliable handling of local conventions, such as the wildly varying ways different countries format unit numbers.",[32,74,76],{"id":75},"real-results-in-an-ad-driven-world","Real Results in an Ad-Driven World",[22,78,79],{},"In an era when \"near me\" searches are auctioned off to the highest bidder, location infrastructure has effectively become an ad network. Unlike industry giants that harvest user behavior for profiling or bias results toward paid advertisers, our search APIs are built to be a transparent source of truth.",[22,81,82],{},"Our no-tracking policy ensures that end-user searches don't get used to create behavioral profiles. Avoiding data harvesting leads to a more honest discovery experience. Users see what is actually there rather than what a platform was paid to show them.",[26,84],{},[22,86,87,88,93,94,99],{},"Ready to see the difference for yourself? ",[40,89,92],{"href":90,"rel":91,"target":45},"https:\u002F\u002Fclient.stadiamaps.com\u002Fsignup\u002F",[44],"Create a free account"," and test our ",[40,95,98],{"href":96,"rel":97,"target":45},"https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Foverview\u002F",[44],"Search API"," today.",{"title":101,"searchDepth":102,"depth":102,"links":103},"",4,[104,106,107],{"id":34,"depth":105,"text":35},2,{"id":65,"depth":105,"text":66},{"id":75,"depth":105,"text":76},"Most geocoding APIs are black boxes tied to ad networks. See how Stadia Maps delivers structured geocoding, global coverage, and honest search results with a strict no-tracking policy.","md","\u002Fimages\u002Fog\u002Fprecision-meets-privacy-consumer-search-experience.png",[112,113,114,115,116,117],"Geocoding","Search","Privacy","Autocomplete","OpenStreetMap","Foursquare",{},"2026-06-17",true,"\u002Fblog\u002Fprecision-meets-privacy-consumer-search-experience","---\ntitle: \"Precision Meets Privacy: Elevating the Consumer Search Experience\"\ndescription: Most geocoding APIs are black boxes tied to ad networks. See how Stadia Maps delivers structured geocoding, global coverage, and honest search results with a strict no-tracking policy.\nauthor:\n  name: Ian Wagner\n  slug: ian-wagner\n  jobTitle: Founder & President \u002F COO\n  bio: Ian is co-founder of Stadia Maps and leads engineering and operations. He works on routing, navigation, and the technical foundations that keep customer applications reliable at scale.\n  twitterCreator: \"@ianthetechie\"\n  sameAs:\n    - https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fian-w-wagner\u002F\nimage: \u002Fimages\u002Fog\u002Fprecision-meets-privacy-consumer-search-experience.png\nkeywords:\n  - Geocoding\n  - Search\n  - Privacy\n  - Autocomplete\n  - OpenStreetMap\n  - Foursquare\nmodified: 2026-06-17\npublished: 2026-06-17\nsection: Geocoding\n---\n\n> Developers often hit a ceiling when moving from a search prototype to a production-ready global product. Stadia Maps delivers more reliable structured geocoding by aggregating open datasets from across the globe, applying freshness signals to POI data, and providing structured endpoints that eliminate the black box guesswork of single-string search. All while maintaining a strict no-tracking policy.\n\n---\n\nBuilding a location-aware application often starts with a simple goal: helping users find where they need to go. Let's look at the specific gaps in the current geocoding landscape and how we've built a more reliable path forward.\n\n## Coverage and Data Quality\n\nOur geocoding API surfaces three core capabilities: [fuzzy search and autocomplete](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Fautocomplete\u002F) to resolve ambiguous input in under 100ms, [reverse geocoding](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Freverse-search\u002F) to convert coordinates into street-level addresses from a dataset of over 1 billion locations globally, and [structured data](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Fstructured-search\u002F) access for clean, parsed results that satisfy strict schema requirements. All three depend on the same thing: data you can trust.\n\nGeocoding quality isn't just about how often data updates. It's about how many sources you draw from and whether those sources tell you something meaningful. A single-provider dataset, no matter how frequently refreshed, will have gaps. We aggregate open datasets from across the globe, giving you broader coverage than any single source provides. For POI data specifically, we use Foursquare's freshness signals to reduce the likelihood that a result points to a location that closed years ago.\n\n## Move Beyond the Single-String Black Box\n\nFree-form single-string search is popular, but it's often an inefficient way to handle data. Most providers force you into a \"black box\" parser that guesses what your user meant, which works until it doesn't.\n\nStructured search shines when you already know something about your data, such as information from a shipping form or a registration profile. Structured geocoding endpoints let you pass postal codes, specific cities, and other clean facts directly to the engine. Removing ambiguity ensures better results and more reliable handling of local conventions, such as the wildly varying ways different countries format unit numbers.\n\n## Real Results in an Ad-Driven World\n\nIn an era when \"near me\" searches are auctioned off to the highest bidder, location infrastructure has effectively become an ad network. Unlike industry giants that harvest user behavior for profiling or bias results toward paid advertisers, our search APIs are built to be a transparent source of truth.\n\nOur no-tracking policy ensures that end-user searches don't get used to create behavioral profiles. Avoiding data harvesting leads to a more honest discovery experience. Users see what is actually there rather than what a platform was paid to show them.\n\n---\n\nReady to see the difference for yourself? [Create a free account](https:\u002F\u002Fclient.stadiamaps.com\u002Fsignup\u002F) and test our [Search API](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Foverview\u002F) today.\n",{"title":5,"description":108},"blog\u002Fprecision-meets-privacy-consumer-search-experience","PR-c0aEf_C7KpeIXPYvl2ehP9I3ohNWQRc2x6-My6f8",[127,137,147],{"title":128,"description":129,"path":130,"published":131,"keywords":132,"rawbody":136},"Enriching Geocoding & Search: More Data, Smarter Deduplication, and Forward & Reverse v2","Our latest geocoding update includes v2 of Forward and Reverse endpoints, smarter deduplication, better multi-language support, and more Foursquare OS Places data.","\u002Fblog\u002Fgeocoding-and-autocomplete-v2-updates-continue","2025-07-01",[112,133,134,135,117],"Reverse Geocoding","Forward Geocoding","API Update","---\ndescription: \"Our latest geocoding update includes v2 of Forward and Reverse endpoints, smarter deduplication, better multi-language support, and more Foursquare OS Places data.\"\npublished: \"2025-07-01\"\nkeywords:\n  - Geocoding\n  - Reverse Geocoding\n  - Forward Geocoding\n  - API Update\n  - Foursquare\n---\n\n# Enriching Geocoding & Search: More Data, Smarter Deduplication, and Forward & Reverse v2\n\nOn the heels of our last geocoding update for our Autocomplete and Place Details endpoints, \nwe're excited to announce another major update to Geocoding & Search:\n\n* v2 of our Forward and Reverse geocoding endpoints, \n* label improvements for v1 endpoints,\n* enhancements to Autocomplete deduplication, \n* a collection of multi-language improvements, \n* and another significant Foursquare OS Places update.\n\n## New Address Delimiter Parsing in Forward Geocoding\n\nWe've improved how we handle delimiters for house and building numbers, and their different ways they are represented around the world.\n\nWith this update, \nyou can now easily and more accurately search for addresses such as `Telliskivi 60a\u002F3, Tallinn` or `Kossuth Lajos utca 20. IV\u002F15, 1053 Budapest, Hungary`.\n\n## Improved Regional Context with Reverse Geocoding\n\nFull contextual hierarchy is now available in all Reverse Geocoding responses,\nproviding a straightforward path when you care about the context rather than a specific physical feature (e.g., in coarse lookups).\n\nPreviously, \nthe `\u002Freverse` endpoint behavior depended on which layers you explicitly included.\nWhen searching for an address, street, or venue (POI),\nwe served up the full context: locality, region, country, and so on.\nBut for a coarse lookup,\nthe API only included layers you _explicitly_ specified and dropped everything else (e.g., country code).\n\nWe have fixed this in both v1 and v2, \nand all responses include a complete contextual hierarchy,\nregardless of your search.\nThis response style matches the way our other search endpoints work and does not break any assumptions about result ordering.\n\nWith v2, just like v1, you'll receive the most granular layer result first based on your query.\n\n## Better Label Responses in v1 Endpoints\n\nLabels generated from the Who's on First source are now much more sensible for places across the globe.\nFor instance, where the API used to return `Seoul, Yongsan-gu, Seoul, South Korea`,\nwe now simply return `Seoul, South Korea`.\n\nAll v1 APIs now include this improvement except `\u002Fv1\u002Fsearch\u002Fstructured`.\n\n## Deduplication and More Relevance in Autocomplete\n\nOur Autocomplete API enables seamless searching across many sources,\nincluding Foursquare OS Places, Geonames, OpenStreetMap, OpenAddresses, and Who's On First.\nWhile using such a broad range of sources ensures we have the best global coverage,\nit presents a deduplication problem when a location is present in multiple sources.\nWith our smarter deduplication process,\nwe’ve eliminated duplicate results across a range of location types:\n\n* Tighter deduplication of addresses across our datasets;  \n* Leveraging the ease of edits in OpenStreetMap, OSM addresses are now preferred over other sources when there is a collision;  \n* More relevant results for focused searches, especially when searching for dense chains like 7-Eleven or Starbucks;  \n* East Asian language deduplication improvements when comparing inconsistent naming between sources;  \n* Better deduplication of place names with exotic Unicode representation (e.g., a stylized \"𝐀𝐂𝐌𝐄, 𝐈𝐍𝐂.\" is considered the same as \"ACME, Inc.\")\n\n## Multi-Language Query Improvements\n\nWe updated the v1 and v2 `\u002Fsearch` endpoint to take into account the `lang` parameter when querying for POIs,\nimproving the quality of multilingual name searches.\nPreviously, if you were querying POI names in another language (e.g., the English name of a cafe whose primary name is Korean),\nyou would receive zero results when using Search.\n\n## Foursquare OS Places Update\n\nWe have now included an additional 8 million places from Foursquare OS Places,\nbringing the total number of available POIs from Foursquare to about 14 million.\n\n## Available Today\n\nAll of these improvements are available for you today!\nIf you're using our [SDKs](https:\u002F\u002Fdocs.stadiamaps.com\u002Fsdks\u002Foverview\u002F),\nupdate to the latest version.\n\n## Learn More and Get Started\n\nReady to experience the power of Geocoding & Search v2?\nHere are some helpful resources to get you started:\n\n* [Autocomplete Search SDKs](https:\u002F\u002Fdocs.stadiamaps.com\u002Fsdks\u002Foverview\u002F#autocomplete-search)  \n* [API Clients\u002FSDKs](https:\u002F\u002Fdocs.stadiamaps.com\u002Fsdks\u002Foverview\u002F)  \n* [v2 Migration Guide for Developers](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Fv2-api-migration-guide\u002F)  \n* [Geocoding Documentation](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Foverview\u002F)\n\nWe're confident Geocoding & Search v2 will significantly enhance your ability to build location-aware applications.\nWith more data and improved results,\nit's never been a better time to leverage the power of location with Stadia Maps.\n\nStart exploring today and unlock the full potential of location search in your current or next project!\n\n### Account and API Key\n\nIf you don’t already have an account,\n[create an account](https:\u002F\u002Fclient.stadiamaps.com\u002Fsignup\u002F?signup_source=marketing_site&signup_medium=blog&signup_campaign=geocoding_v2_improvements_announcement) to start building today—no credit card is required.\n\n---\n\n## Stadia Maps Community\n\nStay connected with Stadia Maps:\n\n* Join our community on [Discord](https:\u002F\u002Fdiscord.gg\u002FqRBy6qqtdT) or [Slack](https:\u002F\u002Fslack.openstreetmap.us\u002F) to share what you're working on or get help.  \n* Follow us on [Mastodon](https:\u002F\u002Fen.osm.town\u002F@stadiamaps), [Twitter](https:\u002F\u002Ftwitter.com\u002F@stadiamaps), [BlueSky](https:\u002F\u002Fbsky.app\u002Fprofile\u002Fstadiamaps.com), or [LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fstadia-maps\u002F), or sign up for our [mailing list](https:\u002F\u002Feepurl.com\u002Fgs51fD) to stay up to date.\n",{"title":138,"description":139,"path":140,"published":141,"keywords":142,"rawbody":146},"Announcing Foursquare OS Places Beta","Our latest geocoding update includes more data, smarter searches, and better localization.","\u002Fblog\u002Fgeocoding-foursquare-beta","2025-02-19",[112,117,143,144,145],"POI Data","Place Search","Location Data","---\ndescription: \"Our latest geocoding update includes more data, smarter searches, and better localization.\"\npublished: \"2025-02-19\"\nkeywords:\n  - Geocoding\n  - Foursquare\n  - POI Data\n  - Place Search\n  - Location Data\n---\n\n# Announcing Foursquare OS Places Beta\n\nOur geocoding and autocomplete search APIs provide fast and accurate place-to-coordinate matching.\nStarting today, with our latest geocoding update, we are including even more data, smarter searches, and better localization for our users.\n\n## Millions of new POIs with Foursquare OS Places data\n\nWe're excited to introduce Foursquare as a new data source,\nbringing even richer location data and improved search capabilities to all of our geocoding endpoints.\nWith this update, we have unlocked access to millions of new points of interest worldwide,\nmaking it easier for you to find the places you are looking for.\n\nSince we're launching this as beta data source, you'll need to opt in to participate.\nTo opt in, just add `foursquare` as a source in your request.\nAnd just like other open data sources, you can submit corrections if you find a mistake\n(we'll pick them up in our next update)!\nCheck out the Foursquare's [Placemaker program page](https:\u002F\u002Fopensource.foursquare.com\u002Fplacemaker\u002F) for details.\n\n## Expanded Localization\n\nOur geocoding and search APIs can return place names in dozens of languages.\nThis update expands our localized name coverage with more than 250,000 additional place names.\nWhichever language your users speak, they'll see better results.\n\n## Smarter Fuzzy Search and Interpolation\n\nWe fine-tuned our search capabilities to better handle house numbers with letters (e.g. 13L)\nand varied postal code spacing,\nensuring more accurate matches and prioritized results.\n\nSimilarly, we have also enhanced our address interpolation,\nmaking results even more precise when exact house numbers aren't available.\n\n## Available Today\n\nAll of these improvements are available immediately!\nIf you're using our [SDKs](https:\u002F\u002Fdocs.stadiamaps.com\u002Fsdks\u002Foverview\u002F),\nupdate to the latest version to include the Foursquare source.\nAll other improvements are automatic without any further action.\n\n## Learn More & Next Steps\n\n- [Create an account](https:\u002F\u002Fclient.stadiamaps.com\u002Fsignup\u002F?signup_source=marketing_site&signup_medium=blog&signup_campaign=foursquare_beta_announcement) to get an API key. You can start building today without a credit card!\n- Get started today by diving into the details in our [geocoding documentation](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Foverview\u002F).\n- Join our community on [Discord](https:\u002F\u002Fdiscord.gg\u002FqRBy6qqtdT) or [Slack](https:\u002F\u002Fslack.openstreetmap.us\u002F) to share what you're working on or get help.\n- Follow us on [Mastodon](https:\u002F\u002Fen.osm.town\u002F@stadiamaps), [Twitter](https:\u002F\u002Ftwitter.com\u002F@stadiamaps), [BlueSky](https:\u002F\u002Fbsky.app\u002Fprofile\u002Fstadiamaps.com), or\n  [LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fstadia-maps\u002F), or sign-up for our [mailing list](https:\u002F\u002Feepurl.com\u002Fgs51fD) to stay up to date.\n",{"title":148,"description":149,"path":150,"published":151,"keywords":152,"rawbody":156},"Major Update to Our Geocoding and Autocomplete Search Data","We have improved over 50 million US addresses' completeness, accuracy, and searchability.","\u002Fblog\u002Fupdate-to-geocoding-autocomplete-search","2023-07-19",[112,115,153,154,155],"Address Data","US Addresses","Data Update","---\ndescription: \"We have improved over 50 million US addresses' completeness, accuracy, and searchability.\"\npublished: \"2023-07-19\"\nkeywords:\n  - Geocoding\n  - Autocomplete\n  - Address Data\n  - US Addresses\n  - Data Update\n---\n\n# Major Update to Our Geocoding and Autocomplete Search Data\n\nWe just updated the underlying data for our recent\n[Geocoding and Autocomplete Search APIs](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Foverview\u002F).\n\nWith this release, our city and postal code data for over 50 million US addresses has significantly improved in terms of\ncompleteness, accuracy, and searchability.\n\n## Improved Quality and What This Means for Users\n\nThese improvements offer distinct advantages compared to our competitors' similar APIs in two key areas:\n\n### Enhanced Address Formatting\n\nThe results for US addresses will now more closely align with the preferred format recognized by the United States\nPostal Service, ensuring greater consistency and accuracy in address representation.\n\n### Improved Searchability\n\nWhen searching for addresses that have multiple colloquially used city names, users can effectively find the desired\naddresses by using these additional names, improving your search capabilities and overall user experience.\n\n## Learn More & Next Steps\n\n- Read documentation about our\n[Geocoding and Autocomplete Search APIs](https:\u002F\u002Fdocs.stadiamaps.com\u002Fgeocoding-search-autocomplete\u002Foverview\u002F) docs site.\n- [Create an account](https:\u002F\u002Fclient.stadiamaps.com\u002Fsignup\u002F?signup_source=marketing_site&signup_medium=blog&signup_campaign=geocoding_launch&signup_content=geocoding_updates_july) to start building today!\n- Join our community on [Slack](https:\u002F\u002Fslack.openstreetmap.us\u002F) or [Discord](https:\u002F\u002Fdiscord.gg\u002FqRBy6qqtdT), follow us\non [Mastodon](https:\u002F\u002Fen.osm.town\u002F@stadiamaps), [Twitter](https:\u002F\u002Ftwitter.com\u002F@stadiamaps), or\n[LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fstadia-maps\u002F), or sign-up for our [mailing list](https:\u002F\u002Feepurl.com\u002Fgs51fD)!",1781708870384]