{"id":"a332ab54-a113-49e3-8d25-920ef74fb1e4","shortId":"QS8qQk","kind":"skill","title":"algolia-search","tagline":"Expert patterns for Algolia search implementation, indexing","description":"# Algolia Search Integration\n\nExpert patterns for Algolia search implementation, indexing strategies, React InstantSearch, and relevance tuning\n\n## Patterns\n\n### React InstantSearch with Hooks\n\nModern React InstantSearch setup using hooks for type-ahead search.\n\nUses react-instantsearch-hooks-web package with algoliasearch client.\nWidgets are components that can be customized with classnames.\n\nKey hooks:\n- useSearchBox: Search input handling\n- useHits: Access search results\n- useRefinementList: Facet filtering\n- usePagination: Result pagination\n- useInstantSearch: Full state access\n\n### Code_example\n\n// lib/algolia.ts\nimport algoliasearch from 'algoliasearch/lite';\n\nexport const searchClient = algoliasearch(\n process.env.NEXT_PUBLIC_ALGOLIA_APP_ID!,\n process.env.NEXT_PUBLIC_ALGOLIA_SEARCH_KEY! // Search-only key!\n);\n\nexport const INDEX_NAME = 'products';\n\n// components/Search.tsx\n'use client';\nimport { InstantSearch, SearchBox, Hits, Configure } from 'react-instantsearch';\nimport { searchClient, INDEX_NAME } from '@/lib/algolia';\n\nfunction Hit({ hit }: { hit: ProductHit }) {\n return (\n
\n

{hit.name}

\n

{hit.description}

\n ${hit.price}\n
\n );\n}\n\nexport function ProductSearch() {\n return (\n \n \n \n \n \n );\n}\n\n// Custom hook usage\nimport { useSearchBox, useHits, useInstantSearch } from 'react-instantsearch';\n\nfunction CustomSearch() {\n const { query, refine } = useSearchBox();\n const { hits } = useHits();\n const { status } = useInstantSearch();\n\n return (\n
\n refine(e.target.value)}\n placeholder=\"Search...\"\n />\n {status === 'loading' &&

Loading...

}\n
    \n {hits.map((hit) => (\n
  • {hit.name}
    • \n ))}\n
\n
\n );\n}\n\n### Anti_patterns\n\n- Pattern: Using Admin API key in frontend code | Why: Admin key exposes full index control including deletion | Fix: Use search-only API key with restrictions\n- Pattern: Not using /lite client for frontend | Why: Full client includes unnecessary code for search | Fix: Import from algoliasearch/lite for smaller bundle\n\n### References\n\n- https://www.algolia.com/doc/api-reference/widgets/react\n- https://www.algolia.com/doc/libraries/javascript/v5/methods/search/\n\n### Next.js Server-Side Rendering\n\nSSR integration for Next.js with react-instantsearch-nextjs package.\n\nUse instead of for SSR.\nSupports both Pages Router and App Router (experimental).\n\nKey considerations:\n- Set dynamic = 'force-dynamic' for fresh results\n- Handle URL synchronization with routing prop\n- Use getServerState for initial state\n\n### Code_example\n\n// app/search/page.tsx\nimport { InstantSearchNext } from 'react-instantsearch-nextjs';\nimport { searchClient, INDEX_NAME } from '@/lib/algolia';\nimport { SearchBox, Hits, RefinementList } from 'react-instantsearch';\n\n// Force dynamic rendering for fresh search results\nexport const dynamic = 'force-dynamic';\n\nexport default function SearchPage() {\n return (\n \n
\n \n
\n \n \n
\n
\n \n );\n}\n\n// For custom routing (URL synchronization)\nimport { history } from 'instantsearch.js/es/lib/routers';\nimport { simple } from 'instantsearch.js/es/lib/stateMappings';\n\n\n typeof window === 'undefined'\n ? new URL(url) as unknown as Location\n : window.location,\n }),\n stateMapping: simple(),\n }}\n>\n {/* widgets */}\n\n\n### Anti_patterns\n\n- Pattern: Using InstantSearch component for Next.js SSR | Why: Regular component doesn't support server-side rendering | Fix: Use InstantSearchNext from react-instantsearch-nextjs\n- Pattern: Static rendering for search pages | Why: Search results must be fresh for each request | Fix: Set export const dynamic = 'force-dynamic'\n\n### References\n\n- https://www.npmjs.com/package/react-instantsearch-nextjs\n- https://www.algolia.com/developers/code-exchange/instantsearch-and-next-js-starter\n\n### Data Synchronization and Indexing\n\nIndexing strategies for keeping Algolia in sync with your data.\n\nThree main approaches:\n1. Full Reindexing - Replace entire index (expensive)\n2. Full Record Updates - Replace individual records\n3. Partial Updates - Update specific attributes only\n\nBest practices:\n- Batch records (ideal: 10MB, 1K-10K records per batch)\n- Use incremental updates when possible\n- partialUpdateObjects for attribute-only changes\n- Avoid deleteBy (computationally expensive)\n\n### Code_example\n\n// lib/algolia-admin.ts (SERVER ONLY)\nimport algoliasearch from 'algoliasearch';\n\n// Admin client - NEVER expose to frontend\nconst adminClient = algoliasearch(\n process.env.ALGOLIA_APP_ID!,\n process.env.ALGOLIA_ADMIN_KEY! // Admin key for indexing\n);\n\nconst index = adminClient.initIndex('products');\n\n// Batch indexing (recommended approach)\nexport async function indexProducts(products: Product[]) {\n const records = products.map((p) => ({\n objectID: p.id, // Required unique identifier\n name: p.name,\n description: p.description,\n price: p.price,\n category: p.category,\n inStock: p.inventory > 0,\n createdAt: p.createdAt.getTime(), // Use timestamps for sorting\n }));\n\n // Batch in chunks of ~1000-5000 records\n const BATCH_SIZE = 1000;\n for (let i = 0; i < records.length; i += BATCH_SIZE) {\n const batch = records.slice(i, i + BATCH_SIZE);\n await index.saveObjects(batch);\n }\n}\n\n// Partial update - update only specific fields\nexport async function updateProductPrice(productId: string, price: number) {\n await index.partialUpdateObject({\n objectID: productId,\n price,\n updatedAt: Date.now(),\n });\n}\n\n// Partial update with operations\nexport async function incrementViewCount(productId: string) {\n await index.partialUpdateObject({\n objectID: productId,\n viewCount: {\n _operation: 'Increment',\n value: 1,\n },\n });\n}\n\n// Delete records (prefer this over deleteBy)\nexport async function deleteProducts(productIds: string[]) {\n await index.deleteObjects(productIds);\n}\n\n// Full reindex with zero-downtime (atomic swap)\nexport async function fullReindex(products: Product[]) {\n const tempIndex = adminClient.initIndex('products_temp');\n\n // Index to temp index\n await tempIndex.saveObjects(\n products.map((p) => ({\n objectID: p.id,\n ...p,\n }))\n );\n\n // Copy settings from main index\n await adminClient.copyIndex('products', 'products_temp', {\n scope: ['settings', 'synonyms', 'rules'],\n });\n\n // Atomic swap\n await adminClient.moveIndex('products_temp', 'products');\n}\n\n### Anti_patterns\n\n- Pattern: Using deleteBy for bulk deletions | Why: deleteBy is computationally expensive and rate limited | Fix: Use deleteObjects with array of objectIDs\n- Pattern: Indexing one record at a time | Why: Creates indexing queue, slows down process | Fix: Batch records in groups of 1K-10K\n- Pattern: Full reindex for small changes | Why: Wastes operations, slower than incremental | Fix: Use partialUpdateObject for attribute changes\n\n### References\n\n- https://www.algolia.com/doc/guides/sending-and-managing-data/send-and-update-your-data/in-depth/the-different-synchronization-strategies\n- https://www.algolia.com/blog/engineering/search-indexing-best-practices-for-top-performance-with-code-samples\n\n### API Key Security and Restrictions\n\nSecure API key configuration for Algolia.\n\nKey types:\n- Admin API Key: Full control (indexing, settings, deletion)\n- Search-Only API Key: Safe for frontend\n- Secured API Keys: Generated from base key with restrictions\n\nRestrictions available:\n- Indices: Limit accessible indices\n- Rate limit: Limit API calls per hour per IP\n- Validity: Set expiration time\n- HTTP referrers: Restrict to specific URLs\n- Query parameters: Enforce search parameters\n\n### Code_example\n\n// NEVER do this - admin key in frontend\n// const client = algoliasearch(appId, ADMIN_KEY); // WRONG!\n\n// Correct: Use search-only key in frontend\nconst searchClient = algoliasearch(\n process.env.NEXT_PUBLIC_ALGOLIA_APP_ID!,\n process.env.NEXT_PUBLIC_ALGOLIA_SEARCH_KEY!\n);\n\n// Server-side: Generate secured API key\n// lib/algolia-secured-key.ts\nimport algoliasearch from 'algoliasearch';\n\nconst adminClient = algoliasearch(\n process.env.ALGOLIA_APP_ID!,\n process.env.ALGOLIA_ADMIN_KEY!\n);\n\n// Generate user-specific secured key\nexport function generateSecuredKey(userId: string) {\n const searchKey = process.env.ALGOLIA_SEARCH_KEY!;\n\n return adminClient.generateSecuredApiKey(searchKey, {\n // User can only see their own data\n filters: `userId:${userId}`,\n // Key expires in 1 hour\n validUntil: Math.floor(Date.now() / 1000) + 3600,\n // Restrict to specific index\n restrictIndices: ['user_documents'],\n });\n}\n\n// Rate-limited key for public APIs\nexport async function createRateLimitedKey() {\n const { key } = await adminClient.addApiKey({\n acl: ['search'],\n indexes: ['products'],\n description: 'Public search with rate limit',\n maxQueriesPerIPPerHour: 1000,\n referers: ['https://mysite.com/*'],\n validity: 0, // Never expires\n });\n\n return key;\n}\n\n// API endpoint to get user's secured key\n// app/api/search-key/route.ts\nimport { auth } from '@/lib/auth';\nimport { generateSecuredKey } from '@/lib/algolia-secured-key';\n\nexport async function GET() {\n const session = await auth();\n if (!session?.user) {\n return Response.json({ error: 'Unauthorized' }, { status: 401 });\n }\n\n const securedKey = generateSecuredKey(session.user.id);\n\n return Response.json({ key: securedKey });\n}\n\n### Anti_patterns\n\n- Pattern: Hardcoding Admin API key in client code | Why: Exposes full index control to attackers | Fix: Use search-only key with restrictions\n- Pattern: Using same key for all users | Why: Can't restrict data access per user | Fix: Generate secured API keys with user filters\n- Pattern: No rate limiting on public search | Why: Bots can exhaust your search quota | Fix: Set maxQueriesPerIPPerHour on API key\n\n### References\n\n- https://www.algolia.com/doc/guides/security/api-keys\n- https://support.algolia.com/hc/en-us/articles/14339249272977-What-are-the-best-practices-to-manage-Algolia-API-keys-in-my-code-and-protect-them\n\n### Custom Ranking and Relevance Tuning\n\nConfigure searchable attributes and custom ranking for relevance.\n\nSearchable attributes (order matters):\n1. Most important fields first (title, name)\n2. Secondary fields next (description, tags)\n3. Exclude non-searchable fields (image_url, id)\n\nCustom ranking:\n- Add business metrics (popularity, rating, date)\n- Use desc() for descending, asc() for ascending\n\n### Code_example\n\n// scripts/configure-index.ts\nimport algoliasearch from 'algoliasearch';\n\nconst adminClient = algoliasearch(\n process.env.ALGOLIA_APP_ID!,\n process.env.ALGOLIA_ADMIN_KEY!\n);\n\nconst index = adminClient.initIndex('products');\n\nasync function configureIndex() {\n await index.setSettings({\n // Searchable attributes in order of importance\n searchableAttributes: [\n 'name', // Most important\n 'brand',\n 'category',\n 'description', // Least important\n ],\n\n // Attributes for faceting/filtering\n attributesForFaceting: [\n 'category',\n 'brand',\n 'filterOnly(inStock)', // Filter only, not displayed\n 'searchable(tags)', // Searchable facet\n ],\n\n // Custom ranking (after text relevance)\n customRanking: [\n 'desc(popularity)', // Most popular first\n 'desc(rating)', // Then by rating\n 'desc(createdAt)', // Then by recency\n ],\n\n // Typo tolerance\n typoTolerance: true,\n minWordSizefor1Typo: 4,\n minWordSizefor2Typos: 8,\n\n // Query settings\n queryLanguages: ['en'],\n removeStopWords: ['en'],\n\n // Highlighting\n attributesToHighlight: ['name', 'description'],\n highlightPreTag: '',\n highlightPostTag: '',\n\n // Pagination\n hitsPerPage: 20,\n paginationLimitedTo: 1000,\n\n // Distinct (deduplication)\n attributeForDistinct: 'productFamily',\n distinct: true,\n });\n\n // Add synonyms\n await index.saveSynonyms([\n {\n objectID: 'phone-mobile',\n type: 'synonym',\n synonyms: ['phone', 'mobile', 'cell', 'smartphone'],\n },\n {\n objectID: 'laptop-notebook',\n type: 'oneWaySynonym',\n input: 'laptop',\n synonyms: ['notebook', 'portable computer'],\n },\n ]);\n\n // Add rules (query-based customization)\n await index.saveRules([\n {\n objectID: 'boost-sale-items',\n condition: {\n anchoring: 'contains',\n pattern: 'sale',\n },\n consequence: {\n params: {\n filters: 'onSale:true',\n optionalFilters: ['featured:true'],\n },\n },\n },\n ]);\n\n console.log('Index configured successfully');\n}\n\nconfigureIndex();\n\n### Anti_patterns\n\n- Pattern: Searching all attributes equally | Why: Reduces relevance, matches in descriptions rank same as titles | Fix: Order searchableAttributes by importance\n- Pattern: No custom ranking | Why: Relies only on text matching, ignores business value | Fix: Add popularity, rating, or recency to customRanking\n- Pattern: Indexing raw dates as strings | Why: Can't sort by date correctly | Fix: Use timestamps (getTime()) for date sorting\n\n### References\n\n- https://www.algolia.com/doc/guides/managing-results/relevance-overview\n- https://www.algolia.com/doc/guides/managing-results/must-do/custom-ranking\n\n### Faceted Search and Filtering\n\nImplement faceted navigation with refinement lists, range sliders,\nand hierarchical menus.\n\nWidget types:\n- RefinementList: Multi-select checkboxes\n- Menu: Single-select list\n- HierarchicalMenu: Nested categories\n- RangeInput/RangeSlider: Numeric ranges\n- ToggleRefinement: Boolean filters\n\n### Code_example\n\n'use client';\nimport {\n InstantSearch,\n SearchBox,\n Hits,\n RefinementList,\n HierarchicalMenu,\n RangeInput,\n ToggleRefinement,\n ClearRefinements,\n CurrentRefinements,\n Stats,\n SortBy,\n} from 'react-instantsearch';\nimport { searchClient, INDEX_NAME } from '@/lib/algolia';\n\nexport function ProductSearch() {\n return (\n \n
\n {/* Filters Sidebar */}\n \n\n {/* Results */}\n
\n
\n \n \n
\n \n \n
\n
\n \n );\n}\n\n// For sorting, create replica indices\n// products_price_asc: customRanking: ['asc(price)']\n// products_price_desc: customRanking: ['desc(price)']\n// products_rating_desc: customRanking: ['desc(rating)']\n\n### Anti_patterns\n\n- Pattern: Faceting on non-faceted attributes | Why: Must declare attributesForFaceting in settings | Fix: Add attributes to attributesForFaceting array\n- Pattern: Not using filterOnly() for hidden filters | Why: Wastes facet computation on non-displayed attributes | Fix: Use filterOnly(attribute) for filters you won't show\n\n### References\n\n- https://www.algolia.com/doc/guides/managing-results/refine-results/faceting\n- https://www.algolia.com/doc/api-reference/widgets/refinement-list/react\n\n### Query Suggestions and Autocomplete\n\nImplement autocomplete with query suggestions and instant results.\n\nUses @algolia/autocomplete-js for standalone autocomplete or\nintegrate with InstantSearch using SearchBox.\n\nQuery Suggestions require a separate index generated by Algolia.\n\n### Code_example\n\n// Standalone Autocomplete\n// components/Autocomplete.tsx\n'use client';\nimport { autocomplete, getAlgoliaResults } from '@algolia/autocomplete-js';\nimport algoliasearch from 'algoliasearch/lite';\nimport { useEffect, useRef } from 'react';\nimport '@algolia/autocomplete-theme-classic';\n\nconst searchClient = algoliasearch(\n process.env.NEXT_PUBLIC_ALGOLIA_APP_ID!,\n process.env.NEXT_PUBLIC_ALGOLIA_SEARCH_KEY!\n);\n\nexport function Autocomplete() {\n const containerRef = useRef(null);\n\n useEffect(() => {\n if (!containerRef.current) return;\n\n const search = autocomplete({\n container: containerRef.current,\n placeholder: 'Search for products',\n openOnFocus: true,\n getSources({ query }) {\n if (!query) return [];\n\n return [\n // Query suggestions\n {\n sourceId: 'suggestions',\n getItems() {\n return getAlgoliaResults({\n searchClient,\n queries: [\n {\n indexName: 'products_query_suggestions',\n query,\n params: { hitsPerPage: 5 },\n },\n ],\n });\n },\n templates: {\n header() {\n return 'Suggestions';\n },\n item({ item, html }) {\n return html`${item.query}`;\n },\n },\n },\n // Instant results\n {\n sourceId: 'products',\n getItems() {\n return getAlgoliaResults({\n searchClient,\n queries: [\n {\n indexName: 'products',\n query,\n params: { hitsPerPage: 8 },\n },\n ],\n });\n },\n templates: {\n header() {\n return 'Products';\n },\n item({ item, html }) {\n return html`\n \n \"${item.name}\"\n ${item.name}\n $${item.price}\n \n `;\n },\n },\n onSelect({ item, setQuery, refresh }) {\n // Navigate on selection\n window.location.href = `/products/${item.objectID}`;\n },\n },\n ];\n },\n });\n\n return () => search.destroy();\n }, []);\n\n return
;\n}\n\n// Combined with InstantSearch\nimport { connectSearchBox } from 'react-instantsearch';\nimport { autocomplete } from '@algolia/autocomplete-js';\n\n// Or use built-in Autocomplete widget\nimport { Autocomplete as AlgoliaAutocomplete } from 'react-instantsearch';\n\nexport function SearchWithAutocomplete() {\n return (\n \n \n \n \n );\n}\n\n### Anti_patterns\n\n- Pattern: Creating autocomplete without debouncing | Why: Every keystroke triggers search, wastes operations | Fix: Algolia autocomplete handles debouncing automatically\n- Pattern: Not using Query Suggestions index | Why: Missing search analytics for popular queries | Fix: Enable Query Suggestions in Algolia dashboard\n\n### References\n\n- https://www.algolia.com/doc/ui-libraries/autocomplete/introduction/what-is-autocomplete\n- https://www.algolia.com/doc/guides/building-search-ui/ui-and-ux-patterns/query-suggestions/how-to/optimizing-query-suggestions-relevance/js\n\n## Sharp Edges\n\n### Admin API Key in Frontend Code\n\nSeverity: CRITICAL\n\n### Indexing Rate Limits and Throttling\n\nSeverity: HIGH\n\n### Record Size and Index Limits\n\nSeverity: MEDIUM\n\n### PII in Index Names Visible in Network\n\nSeverity: MEDIUM\n\n### Searchable Attributes Order Affects Relevance\n\nSeverity: MEDIUM\n\n### Full Reindex Consumes All Operations\n\nSeverity: MEDIUM\n\n### Every Keystroke Counts as Search Operation\n\nSeverity: MEDIUM\n\n### SSR Hydration Mismatch with InstantSearch\n\nSeverity: MEDIUM\n\n### Replica Indices for Sorting Multiply Storage\n\nSeverity: LOW\n\n### Faceting Requires attributesForFaceting Declaration\n\nSeverity: MEDIUM\n\n## Validation Checks\n\n### Admin API Key in Client Code\n\nSeverity: ERROR\n\nAdmin API key must never be exposed to client-side code\n\nMessage: Admin API key exposed to client. Use search-only key.\n\n### Hardcoded Algolia API Key\n\nSeverity: ERROR\n\nAPI keys should use environment variables\n\nMessage: Hardcoded Algolia credentials. Use environment variables.\n\n### Search Key Used for Indexing\n\nSeverity: ERROR\n\nIndexing operations require admin key, not search key\n\nMessage: Search key used for indexing. Use admin key for write operations.\n\n### Single Record Indexing in Loop\n\nSeverity: WARNING\n\nBatch records together for efficient indexing\n\nMessage: Single record indexing in loop. Use saveObjects for batch indexing.\n\n### Using deleteBy for Deletion\n\nSeverity: WARNING\n\ndeleteBy is expensive and rate-limited\n\nMessage: deleteBy is expensive. Prefer deleteObjects with specific IDs.\n\n### Frequent Full Reindex\n\nSeverity: WARNING\n\nFull reindex wastes operations on unchanged data\n\nMessage: Frequent full reindex. Consider incremental sync for unchanged data.\n\n### Full Client Instead of Lite\n\nSeverity: INFO\n\nUse lite client for smaller bundle in frontend\n\nMessage: Full Algolia client imported. Use algoliasearch/lite for frontend.\n\n### Regular InstantSearch in Next.js\n\nSeverity: WARNING\n\nUse react-instantsearch-nextjs for SSR support\n\nMessage: Using regular InstantSearch. Use InstantSearchNext for Next.js SSR.\n\n### Missing Searchable Attributes Configuration\n\nSeverity: WARNING\n\nConfigure searchableAttributes for better relevance\n\nMessage: No searchableAttributes configured. Set attribute priority for relevance.\n\n### Missing Custom Ranking\n\nSeverity: INFO\n\nCustom ranking improves business relevance\n\nMessage: No customRanking configured. Add business metrics (popularity, rating).\n\n## Collaboration\n\n### Delegation Triggers\n\n- user needs e-commerce checkout -> stripe-integration (Product search leading to purchase)\n- user needs search analytics -> segment-cdp (Track search queries and results)\n- user needs user authentication -> clerk-auth (Secured API keys per user)\n- user needs database setup -> postgres-wizard (Source data for indexing)\n- user needs serverless deployment -> aws-serverless (Lambda for indexing jobs)\n\n## When to Use\n- User mentions or implies: adding search to\n- User mentions or implies: algolia\n- User mentions or implies: instantsearch\n- User mentions or implies: search api\n- User mentions or implies: search functionality\n- User mentions or implies: typeahead\n- User mentions or implies: autocomplete search\n- User mentions or implies: faceted search\n- User mentions or implies: search index\n- User mentions or implies: search as you type\n\n## Limitations\n- Use this skill only when the task clearly matches the scope described above.\n- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.\n- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are 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