[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-29dfd91660beaf3e-woocommerce-rest-api-v3-full-crud-for-e-com-stores-summary":3,"summaries-facets-categories":246,"summary-related-29dfd91660beaf3e-woocommerce-rest-api-v3-full-crud-for-e-com-stores-summary":3815},{"id":4,"title":5,"ai":6,"body":13,"categories":185,"created_at":187,"date_modified":187,"description":177,"extension":188,"faq":187,"featured":189,"kicker_label":187,"meta":190,"navigation":228,"path":229,"published_at":187,"question":187,"scraped_at":230,"seo":231,"sitemap":232,"source_id":233,"source_name":234,"source_type":235,"source_url":236,"stem":237,"tags":238,"thumbnail_url":187,"tldr":243,"tweet":187,"unknown_tags":244,"__hash__":245},"summaries\u002Fsummaries\u002F29dfd91660beaf3e-woocommerce-rest-api-v3-full-crud-for-e-com-stores-summary.md","WooCommerce REST API v3: Full CRUD for E-com Stores",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",9294,2686,16459,0.00317915,{"type":14,"value":15,"toc":176},"minimark",[16,21,25,64,67,71,74,77,80,83,87,90,93,96,99,103,106,137,140,143,146,150,173],[17,18,20],"h2",{"id":19},"comprehensive-endpoint-coverage-for-store-management","Comprehensive Endpoint Coverage for Store Management",[22,23,24],"p",{},"WooCommerce REST API v3, integrated since WC 2.6 with WordPress REST API, exposes nearly every store entity for create, read, update, delete (CRUD) operations via standard HTTP methods and JSON payloads. This enables external apps to manage e-commerce data without direct WP admin access. Key entities include:",[26,27,28,40,46,52,58],"ul",{},[29,30,31,35,36],"li",{},[32,33,34],"strong",{},"Products and Catalog",": Full CRUD on products, variations, attributes, terms, categories, tags, shipping classes, reviews, and custom fields. For example, duplicate products via POST \u002Fproducts\u002F",[37,38,39],"id",{}," with ?duplicate=true, or batch update multiple via POST \u002Fproducts\u002Fbatch.",[29,41,42,45],{},[32,43,44],{},"Customers and Orders",": CRUD for customers (including downloads), orders, notes, refunds. Order actions like emailing details (?send=1) or notifications. Batch operations scale for bulk edits.",[29,47,48,51],{},[32,49,50],{},"Payments and Shipping",": Manage payment gateways, tax rates\u002Fclasses, shipping zones, locations, methods. Retrieve gateway settings or add methods to zones.",[29,53,54,57],{},[32,55,56],{},"Reports and Analytics",": Fetch totals for sales, top sellers, coupons, customers, orders, products, reviews. List all reports at \u002Freports.",[29,59,60,63],{},[32,61,62],{},"System and Webhooks",": Access settings, webhooks (with topics like 'order.created'), system status\u002Ftools (e.g., run database updates), and static data (countries, currencies).",[22,65,66],{},"This structure prioritizes extensibility—every major WooCommerce object has dedicated endpoints with consistent properties (e.g., id, name, date_created in ISO8601). Tradeoff: Requires WC 3.5+ and WP 4.4+; legacy v1-v2 or separate legacy APIs for older versions. Pretty permalinks are mandatory; default ones fail custom endpoints.",[17,68,70],{"id":69},"authentication-keys-tied-to-wp-user-permissions","Authentication: Keys Tied to WP User Permissions",[22,72,73],{},"REST API uses OAuth 1.0a consumer keys\u002Fsecrets generated per WP user via WooCommerce > Settings > Advanced > REST API (pre-3.4: API > Keys\u002FApps). Permissions: Read, Write, or Read\u002FWrite, inheriting the user's roles\u002Fcapabilities. Keys revoke if user deletes.",[22,75,76],{},"Alternative: Auto-generate via \u002Fwc-auth\u002Fv1\u002Fauthorize?app_name=...&scope=read_write&user_id=...&return_url=...&callback_url=... (HTTPS required for callback). Redirects user to grant access, returns keys via POST—ideal for app integrations without manual key entry.",[22,78,79],{},"HTTP\u002FHTTPS both supported, but HTTPS recommended. Plugins extend auth options.",[22,81,82],{},"\"Pre-generated keys can be used to authenticate use of the REST API endpoints. New keys can be generated either through the WordPress admin interface or they can be auto-generated through an endpoint.\" (Explains dual generation paths for flexibility in app vs. direct use.)",[17,84,86],{"id":85},"request-handling-pagination-and-error-responses","Request Handling, Pagination, and Error Responses",[22,88,89],{},"Requests use JSON bodies; responses include ISO8601 dates, integer IDs, string decimals (e.g., prices as \"10.00\"), null\u002Fempty for blanks. Pagination defaults to 10 items\u002Fpage (admin-adjustable via posts_per_page); override with ?per_page=15&page=2&offset=5. Headers provide X-WP-Total, X-WP-TotalPages; Link header offers rel=next\u002Flast\u002Ffirst\u002Fprev URLs.",[22,91,92],{},"Errors: 400 (bad request), 401 (auth), 404 (missing), 500 (server). Responses detail code\u002Fmessage\u002Fdata.status, e.g., {\"code\":\"rest_no_route\",\"message\":\"No route was found...\",\"data\":{\"status\":404}} or Woo-specific like \"woocommerce_rest_term_invalid\".",[22,94,95],{},"JSONP via ?_jsonp=callback for GETs (application\u002Fjavascript type).",[22,97,98],{},"\"Requests that return multiple items will be paginated to 10 items by default... It's recommended that you follow these values instead of building your own URLs where possible.\" (Link header guidance prevents brittle pagination logic.)",[17,100,102],{"id":101},"official-libraries-and-testing-tools","Official Libraries and Testing Tools",[22,104,105],{},"Plug-and-play clients handle auth\u002Fversioning:",[26,107,108,114,125,131],{},[29,109,110,113],{},[32,111,112],{},"JavaScript",": npm i @woocommerce\u002Fwoocommerce-rest-api; new WooCommerceRestApi({url, consumerKey, consumerSecret, version: 'wc\u002Fv3'}).",[29,115,116,119,120,124],{},[32,117,118],{},"PHP",": composer require automattic\u002Fwoocommerce; new Client(url, key, secret, ",[121,122,123],"span",{},"'wp_api'=>true, 'version'=>'wc\u002Fv3'",").",[29,126,127,130],{},[32,128,129],{},"Python",": pip install woocommerce; API(url, key, secret, wp_api=True, version='wc\u002Fv3').",[29,132,133,136],{},[32,134,135],{},"Ruby",": gem install woocommerce_api; WooCommerce::API.new(url, key, secret, {wp_api: true, version: 'wc\u002Fv3'}).",[22,138,139],{},"Third-party: Java, .NET, Android libs.",[22,141,142],{},"Test with Insomnia\u002FPostman (REST clients), RequestBin\u002FHookbin (webhooks). ModSecurity may cause 501s—check GitHub issue #9838.",[22,144,145],{},"\"The default response format is JSON. Requests with a message-body use plain JSON to set or update resource attributes. Successful requests will return a 200 OK HTTP status.\" (Sets expectation for stateless, idempotent HTTP usage.)",[17,147,149],{"id":148},"key-takeaways","Key Takeaways",[26,151,152,155,158,161,164,167,170],{},[29,153,154],{},"Enable pretty permalinks and use WC 3.5+\u002FWP 4.4+ for v3 endpoints at \u002Fwp-json\u002Fwc\u002Fv3\u002F*.",[29,156,157],{},"Generate read\u002Fwrite keys per user in admin or auto via \u002Fwc-auth\u002Fv1\u002Fauthorize for app flows.",[29,159,160],{},"Leverage batch endpoints (e.g., \u002Fproducts\u002Fbatch) for efficient bulk ops; paginate with per_page\u002Fpage\u002Foffset and parse Link headers.",[29,162,163],{},"Use official libs to abstract auth\u002Fpagination; test webhooks with Hookbin.",[29,165,166],{},"HTTPS everywhere for security; handle decimals as strings, dates as ISO8601.",[29,168,169],{},"Group ops by entity: products\u002Fcatalog first for inventory, then orders\u002Fcustomers for fulfillment.",[29,171,172],{},"Monitor errors via code\u002Fdata.status; extend with WP REST plugins.",[22,174,175],{},"\"To use the latest version of the REST API you must be using: WooCommerce 3.5+. WordPress 4.4+. Pretty permalinks... Default permalinks will not work.\" (Critical setup gotcha for new integrators.)",{"title":177,"searchDepth":178,"depth":178,"links":179},"",2,[180,181,182,183,184],{"id":19,"depth":178,"text":20},{"id":69,"depth":178,"text":70},{"id":85,"depth":178,"text":86},{"id":101,"depth":178,"text":102},{"id":148,"depth":178,"text":149},[186],"Software Engineering",null,"md",false,{"content_references":191,"triage":223},[192,197,200,203,206,211,214,217,220],{"type":193,"title":194,"url":195,"context":196},"tool","Insomnia","https:\u002F\u002Finsomnia.rest","mentioned",{"type":193,"title":198,"url":199,"context":196},"Postman","https:\u002F\u002Fwww.getpostman.com\u002F",{"type":193,"title":201,"url":202,"context":196},"RequestBin","https:\u002F\u002Frequestbin.com",{"type":193,"title":204,"url":205,"context":196},"Hookbin","https:\u002F\u002Fhookbin.com\u002F",{"type":207,"title":208,"url":209,"context":210},"other","WordPress REST API documentation","https:\u002F\u002Fdeveloper.wordpress.org\u002Frest-api\u002F","recommended",{"type":207,"title":212,"url":213,"context":196},"@woocommerce\u002Fwoocommerce-rest-api","https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002F@woocommerce\u002Fwoocommerce-rest-api",{"type":207,"title":215,"url":216,"context":196},"automattic\u002Fwoocommerce PHP Library","https:\u002F\u002Fpackagist.org\u002Fpackages\u002Fautomattic\u002Fwoocommerce",{"type":207,"title":218,"url":219,"context":196},"WooCommerce Python Library","https:\u002F\u002Fpypi.python.org\u002Fpypi\u002FWooCommerce",{"type":207,"title":221,"url":222,"context":196},"woocommerce_api Ruby Gem","https:\u002F\u002Frubygems.org\u002Fgems\u002Fwoocommerce_api",{"relevance":224,"novelty":225,"quality":224,"actionability":224,"composite":226,"reasoning":227},4,3,3.8,"Category: Software Engineering. The article provides a detailed overview of the WooCommerce REST API v3, which is relevant for developers looking to integrate e-commerce functionalities into their applications. It addresses specific pain points by explaining CRUD operations and authentication methods, making it actionable for developers seeking to implement these features.",true,"\u002Fsummaries\u002F29dfd91660beaf3e-woocommerce-rest-api-v3-full-crud-for-e-com-stores-summary","2026-04-15 15:30:13",{"title":5,"description":177},{"loc":229},"29dfd91660beaf3e","__oneoff__","article","https:\u002F\u002Fwoocommerce.github.io\u002Fwoocommerce-rest-api-docs\u002F","summaries\u002F29dfd91660beaf3e-woocommerce-rest-api-v3-full-crud-for-e-com-stores-summary",[239,240,241,242],"backend","open-source","php","dev-productivity","Integrate WooCommerce stores via WP REST API v3 for JSON-based CRUD on products, orders, customers, shipping, reports, and more—requires WC 3.5+, pretty permalinks, and OAuth keys.",[241,242],"NAI5x2To4kvJXriyv1jjkzSr_CvQ2GGKyyAwh5e0pVY",[247,250,253,256,259,262,264,266,268,270,272,274,277,279,281,283,285,287,289,291,293,295,298,301,303,305,307,309,311,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813],{"categories":248},[249],"Developer Productivity",{"categories":251},[252],"Business & SaaS",{"categories":254},[255],"AI & LLMs",{"categories":257},[258],"AI Automation",{"categories":260},[261],"Product Strategy",{"categories":263},[255],{"categories":265},[249],{"categories":267},[252],{"categories":269},[],{"categories":271},[255],{"categories":273},[],{"categories":275},[276],"AI News & Trends",{"categories":278},[258],{"categories":280},[276],{"categories":282},[258],{"categories":284},[258],{"categories":286},[255],{"categories":288},[255],{"categories":290},[276],{"categories":292},[255],{"categories":294},[],{"categories":296},[297],"Design & Frontend",{"categories":299},[300],"Data Science & Visualization",{"categories":302},[276],{"categories":304},[],{"categories":306},[186],{"categories":308},[255],{"categories":310},[258],{"categories":312},[313],"Marketing & Growth",{"categories":315},[255],{"categories":317},[258],{"categories":319},[],{"categories":321},[],{"categories":323},[297],{"categories":325},[258],{"categories":327},[249],{"categories":329},[297],{"categories":331},[255],{"categories":333},[258],{"categories":335},[276],{"categories":337},[],{"categories":339},[],{"categories":341},[258],{"categories":343},[186],{"categories":345},[],{"categories":347},[252],{"categories":349},[],{"categories":351},[],{"categories":353},[258],{"categories":355},[258],{"categories":357},[255],{"categories":359},[],{"categories":361},[186],{"categories":363},[],{"categories":365},[],{"categories":367},[],{"categories":369},[255],{"categories":371},[313],{"categories":373},[297],{"categories":375},[297],{"categories":377},[255],{"categories":379},[258],{"categories":381},[255],{"categories":383},[255],{"categories":385},[258],{"categories":387},[258],{"categories":389},[300],{"categories":391},[276],{"categories":393},[258],{"categories":395},[313],{"categories":397},[258],{"categories":399},[261],{"categories":401},[],{"categories":403},[258],{"categories":405},[],{"categories":407},[258],{"categories":409},[186],{"categories":411},[297],{"categories":413},[255],{"categories":415},[],{"categories":417},[],{"categories":419},[258],{"categories":421},[],{"categories":423},[255],{"categories":425},[],{"categories":427},[249],{"categories":429},[186],{"categories":431},[252],{"categories":433},[276],{"categories":435},[255],{"categories":437},[],{"categories":439},[255],{"categories":441},[],{"categories":443},[186],{"categories":445},[300],{"categories":447},[],{"categories":449},[255],{"categories":451},[297],{"categories":453},[],{"categories":455},[297],{"categories":457},[258],{"categories":459},[],{"categories":461},[258],{"categories":463},[276],{"categories":465},[255],{"categories":467},[],{"categories":469},[258],{"categories":471},[255],{"categories":473},[261],{"categories":475},[],{"categories":477},[255],{"categories":479},[258],{"categories":481},[258],{"categories":483},[],{"categories":485},[300],{"categories":487},[255],{"categories":489},[],{"categories":491},[249],{"categories":493},[252],{"categories":495},[255],{"categories":497},[258],{"categories":499},[186],{"categories":501},[255],{"categories":503},[],{"categories":505},[],{"categories":507},[255],{"categories":509},[],{"categories":511},[297],{"categories":513},[],{"categories":515},[255],{"categories":517},[],{"categories":519},[258],{"categories":521},[255],{"categories":523},[297],{"categories":525},[],{"categories":527},[255],{"categories":529},[255],{"categories":531},[252],{"categories":533},[258],{"categories":535},[255],{"categories":537},[297],{"categories":539},[258],{"categories":541},[],{"categories":543},[],{"categories":545},[276],{"categories":547},[],{"categories":549},[255],{"categories":551},[252,313],{"categories":553},[],{"categories":555},[255],{"categories":557},[],{"categories":559},[],{"categories":561},[255],{"categories":563},[],{"categories":565},[255],{"categories":567},[568],"DevOps & Cloud",{"categories":570},[],{"categories":572},[276],{"categories":574},[297],{"categories":576},[],{"categories":578},[276],{"categories":580},[276],{"categories":582},[255],{"categories":584},[313],{"categories":586},[],{"categories":588},[252],{"categories":590},[],{"categories":592},[255,568],{"categories":594},[255],{"categories":596},[255],{"categories":598},[258],{"categories":600},[255,186],{"categories":602},[300],{"categories":604},[255],{"categories":606},[313],{"categories":608},[258],{"categories":610},[258],{"categories":612},[],{"categories":614},[258],{"categories":616},[255,252],{"categories":618},[],{"categories":620},[297],{"categories":622},[297],{"categories":624},[],{"categories":626},[],{"categories":628},[276],{"categories":630},[],{"categories":632},[249],{"categories":634},[186],{"categories":636},[255],{"categories":638},[297],{"categories":640},[258],{"categories":642},[186],{"categories":644},[276],{"categories":646},[297],{"categories":648},[],{"categories":650},[255],{"categories":652},[255],{"categories":654},[255],{"categories":656},[276],{"categories":658},[249],{"categories":660},[255],{"categories":662},[258],{"categories":664},[568],{"categories":666},[297],{"categories":668},[258],{"categories":670},[],{"categories":672},[],{"categories":674},[297],{"categories":676},[276],{"categories":678},[300],{"categories":680},[],{"categories":682},[255],{"categories":684},[255],{"categories":686},[252],{"categories":688},[255],{"categories":690},[255],{"categories":692},[276],{"categories":694},[],{"categories":696},[258],{"categories":698},[186],{"categories":700},[],{"categories":702},[255],{"categories":704},[255],{"categories":706},[258],{"categories":708},[],{"categories":710},[],{"categories":712},[255],{"categories":714},[],{"categories":716},[252],{"categories":718},[258],{"categories":720},[],{"categories":722},[249],{"categories":724},[255],{"categories":726},[252],{"categories":728},[276],{"categories":730},[],{"categories":732},[],{"categories":734},[],{"categories":736},[276],{"categories":738},[276],{"categories":740},[],{"categories":742},[],{"categories":744},[252],{"categories":746},[],{"categories":748},[],{"categories":750},[249],{"categories":752},[],{"categories":754},[313],{"categories":756},[258],{"categories":758},[252],{"categories":760},[258],{"categories":762},[],{"categories":764},[261],{"categories":766},[297],{"categories":768},[186],{"categories":770},[255],{"categories":772},[258],{"categories":774},[252],{"categories":776},[255],{"categories":778},[],{"categories":780},[],{"categories":782},[186],{"categories":784},[300],{"categories":786},[261],{"categories":788},[258],{"categories":790},[255],{"categories":792},[],{"categories":794},[568],{"categories":796},[],{"categories":798},[258],{"categories":800},[],{"categories":802},[],{"categories":804},[255],{"categories":806},[297],{"categories":808},[313],{"categories":810},[258],{"categories":812},[],{"categories":814},[249],{"categories":816},[],{"categories":818},[276],{"categories":820},[255,568],{"categories":822},[276],{"categories":824},[255],{"categories":826},[252],{"categories":828},[255],{"categories":830},[],{"categories":832},[252],{"categories":834},[],{"categories":836},[186],{"categories":838},[297],{"categories":840},[276],{"categories":842},[300],{"categories":844},[249],{"categories":846},[255],{"categories":848},[186],{"categories":850},[],{"categories":852},[],{"categories":854},[261],{"categories":856},[],{"categories":858},[255],{"categories":860},[],{"categories":862},[297],{"categories":864},[297],{"categories":866},[297],{"categories":868},[],{"categories":870},[],{"categories":872},[276],{"categories":874},[258],{"categories":876},[255],{"categories":878},[255],{"categories":880},[255],{"categories":882},[252],{"categories":884},[255],{"categories":886},[],{"categories":888},[186],{"categories":890},[186],{"categories":892},[252],{"categories":894},[],{"categories":896},[255],{"categories":898},[255],{"categories":900},[252],{"categories":902},[276],{"categories":904},[313],{"categories":906},[258],{"categories":908},[],{"categories":910},[297],{"categories":912},[],{"categories":914},[255],{"categories":916},[],{"categories":918},[252],{"categories":920},[258],{"categories":922},[],{"categories":924},[568],{"categories":926},[300],{"categories":928},[186],{"categories":930},[313],{"categories":932},[186],{"categories":934},[258],{"categories":936},[],{"categories":938},[],{"categories":940},[258],{"categories":942},[249],{"categories":944},[258],{"categories":946},[261],{"categories":948},[252],{"categories":950},[],{"categories":952},[255],{"categories":954},[261],{"categories":956},[255],{"categories":958},[255],{"categories":960},[313],{"categories":962},[297],{"categories":964},[258],{"categories":966},[],{"categories":968},[],{"categories":970},[568],{"categories":972},[186],{"categories":974},[],{"categories":976},[258],{"categories":978},[255],{"categories":980},[297,255],{"categories":982},[249],{"categories":984},[],{"categories":986},[255],{"categories":988},[249],{"categories":990},[297],{"categories":992},[258],{"categories":994},[186],{"categories":996},[],{"categories":998},[255],{"categories":1000},[],{"categories":1002},[249],{"categories":1004},[],{"categories":1006},[258],{"categories":1008},[261],{"categories":1010},[255],{"categories":1012},[255],{"categories":1014},[297],{"categories":1016},[258],{"categories":1018},[568],{"categories":1020},[297],{"categories":1022},[258],{"categories":1024},[255],{"categories":1026},[255],{"categories":1028},[255],{"categories":1030},[276],{"categories":1032},[],{"categories":1034},[261],{"categories":1036},[258],{"categories":1038},[297],{"categories":1040},[258],{"categories":1042},[186],{"categories":1044},[297],{"categories":1046},[258],{"categories":1048},[276],{"categories":1050},[],{"categories":1052},[255],{"categories":1054},[297],{"categories":1056},[255],{"categories":1058},[249],{"categories":1060},[276],{"categories":1062},[255],{"categories":1064},[313],{"categories":1066},[255],{"categories":1068},[255],{"categories":1070},[258],{"categories":1072},[258],{"categories":1074},[255],{"categories":1076},[258],{"categories":1078},[297],{"categories":1080},[255],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[186],{"categories":1088},[],{"categories":1090},[249],{"categories":1092},[568],{"categories":1094},[],{"categories":1096},[249],{"categories":1098},[252],{"categories":1100},[313],{"categories":1102},[],{"categories":1104},[252],{"categories":1106},[],{"categories":1108},[],{"categories":1110},[],{"categories":1112},[],{"categories":1114},[],{"categories":1116},[255],{"categories":1118},[258],{"categories":1120},[568],{"categories":1122},[249],{"categories":1124},[255],{"categories":1126},[186],{"categories":1128},[261],{"categories":1130},[255],{"categories":1132},[313],{"categories":1134},[255],{"categories":1136},[255],{"categories":1138},[255],{"categories":1140},[255,249],{"categories":1142},[186],{"categories":1144},[186],{"categories":1146},[297],{"categories":1148},[255],{"categories":1150},[],{"categories":1152},[],{"categories":1154},[],{"categories":1156},[186],{"categories":1158},[300],{"categories":1160},[276],{"categories":1162},[297],{"categories":1164},[],{"categories":1166},[255],{"categories":1168},[255],{"categories":1170},[],{"categories":1172},[],{"categories":1174},[258],{"categories":1176},[255],{"categories":1178},[252],{"categories":1180},[],{"categories":1182},[249],{"categories":1184},[255],{"categories":1186},[249],{"categories":1188},[255],{"categories":1190},[186],{"categories":1192},[313],{"categories":1194},[255,297],{"categories":1196},[276],{"categories":1198},[297],{"categories":1200},[],{"categories":1202},[568],{"categories":1204},[297],{"categories":1206},[258],{"categories":1208},[],{"categories":1210},[],{"categories":1212},[],{"categories":1214},[],{"categories":1216},[186],{"categories":1218},[258],{"categories":1220},[258],{"categories":1222},[255],{"categories":1224},[255],{"categories":1226},[],{"categories":1228},[297],{"categories":1230},[],{"categories":1232},[],{"categories":1234},[258],{"categories":1236},[],{"categories":1238},[],{"categories":1240},[313],{"categories":1242},[313],{"categories":1244},[258],{"categories":1246},[],{"categories":1248},[255],{"categories":1250},[255],{"categories":1252},[186],{"categories":1254},[297],{"categories":1256},[297],{"categories":1258},[258],{"categories":1260},[249],{"categories":1262},[255],{"categories":1264},[297],{"categories":1266},[297],{"categories":1268},[258],{"categories":1270},[258],{"categories":1272},[255],{"categories":1274},[],{"categories":1276},[],{"categories":1278},[255],{"categories":1280},[258],{"categories":1282},[276],{"categories":1284},[186],{"categories":1286},[249],{"categories":1288},[255],{"categories":1290},[],{"categories":1292},[258],{"categories":1294},[258],{"categories":1296},[],{"categories":1298},[249],{"categories":1300},[255],{"categories":1302},[249],{"categories":1304},[249],{"categories":1306},[],{"categories":1308},[],{"categories":1310},[258],{"categories":1312},[258],{"categories":1314},[255],{"categories":1316},[255],{"categories":1318},[276],{"categories":1320},[300],{"categories":1322},[261],{"categories":1324},[276],{"categories":1326},[297],{"categories":1328},[],{"categories":1330},[276],{"categories":1332},[],{"categories":1334},[],{"categories":1336},[],{"categories":1338},[],{"categories":1340},[186],{"categories":1342},[300],{"categories":1344},[],{"categories":1346},[255],{"categories":1348},[255],{"categories":1350},[300],{"categories":1352},[186],{"categories":1354},[],{"categories":1356},[],{"categories":1358},[258],{"categories":1360},[276],{"categories":1362},[276],{"categories":1364},[258],{"categories":1366},[249],{"categories":1368},[255,568],{"categories":1370},[],{"categories":1372},[297],{"categories":1374},[249],{"categories":1376},[258],{"categories":1378},[297],{"categories":1380},[],{"categories":1382},[258],{"categories":1384},[258],{"categories":1386},[255],{"categories":1388},[313],{"categories":1390},[186],{"categories":1392},[297],{"categories":1394},[],{"categories":1396},[258],{"categories":1398},[255],{"categories":1400},[258],{"categories":1402},[258],{"categories":1404},[258],{"categories":1406},[313],{"categories":1408},[258],{"categories":1410},[255],{"categories":1412},[],{"categories":1414},[313],{"categories":1416},[276],{"categories":1418},[258],{"categories":1420},[],{"categories":1422},[],{"categories":1424},[255],{"categories":1426},[258],{"categories":1428},[276],{"categories":1430},[258],{"categories":1432},[],{"categories":1434},[],{"categories":1436},[],{"categories":1438},[258],{"categories":1440},[],{"categories":1442},[],{"categories":1444},[300],{"categories":1446},[255],{"categories":1448},[300],{"categories":1450},[276],{"categories":1452},[255],{"categories":1454},[255],{"categories":1456},[258],{"categories":1458},[255],{"categories":1460},[],{"categories":1462},[],{"categories":1464},[568],{"categories":1466},[],{"categories":1468},[],{"categories":1470},[249],{"categories":1472},[],{"categories":1474},[],{"categories":1476},[],{"categories":1478},[],{"categories":1480},[186],{"categories":1482},[276],{"categories":1484},[313],{"categories":1486},[252],{"categories":1488},[255],{"categories":1490},[255],{"categories":1492},[252],{"categories":1494},[],{"categories":1496},[297],{"categories":1498},[258],{"categories":1500},[252],{"categories":1502},[255],{"categories":1504},[255],{"categories":1506},[249],{"categories":1508},[],{"categories":1510},[249],{"categories":1512},[255],{"categories":1514},[313],{"categories":1516},[258],{"categories":1518},[276],{"categories":1520},[252],{"categories":1522},[255],{"categories":1524},[258],{"categories":1526},[],{"categories":1528},[255],{"categories":1530},[249],{"categories":1532},[255],{"categories":1534},[],{"categories":1536},[276],{"categories":1538},[255],{"categories":1540},[],{"categories":1542},[252],{"categories":1544},[255],{"categories":1546},[],{"categories":1548},[],{"categories":1550},[],{"categories":1552},[255],{"categories":1554},[],{"categories":1556},[568],{"categories":1558},[255],{"categories":1560},[],{"categories":1562},[255],{"categories":1564},[255],{"categories":1566},[255],{"categories":1568},[255,568],{"categories":1570},[255],{"categories":1572},[255],{"categories":1574},[297],{"categories":1576},[258],{"categories":1578},[],{"categories":1580},[258],{"categories":1582},[255],{"categories":1584},[255],{"categories":1586},[255],{"categories":1588},[249],{"categories":1590},[249],{"categories":1592},[186],{"categories":1594},[297],{"categories":1596},[258],{"categories":1598},[],{"categories":1600},[255],{"categories":1602},[276],{"categories":1604},[255],{"categories":1606},[252],{"categories":1608},[],{"categories":1610},[568],{"categories":1612},[297],{"categories":1614},[297],{"categories":1616},[258],{"categories":1618},[276],{"categories":1620},[258],{"categories":1622},[255],{"categories":1624},[],{"categories":1626},[255],{"categories":1628},[],{"categories":1630},[],{"categories":1632},[255],{"categories":1634},[255],{"categories":1636},[255],{"categories":1638},[258],{"categories":1640},[255],{"categories":1642},[],{"categories":1644},[300],{"categories":1646},[258],{"categories":1648},[],{"categories":1650},[255],{"categories":1652},[276],{"categories":1654},[],{"categories":1656},[297],{"categories":1658},[568],{"categories":1660},[276],{"categories":1662},[186],{"categories":1664},[186],{"categories":1666},[276],{"categories":1668},[276],{"categories":1670},[568],{"categories":1672},[],{"categories":1674},[276],{"categories":1676},[255],{"categories":1678},[249],{"categories":1680},[276],{"categories":1682},[],{"categories":1684},[300],{"categories":1686},[276],{"categories":1688},[186],{"categories":1690},[276],{"categories":1692},[568],{"categories":1694},[255],{"categories":1696},[255],{"categories":1698},[],{"categories":1700},[252],{"categories":1702},[],{"categories":1704},[],{"categories":1706},[255],{"categories":1708},[255],{"categories":1710},[255],{"categories":1712},[255],{"categories":1714},[],{"categories":1716},[300],{"categories":1718},[249],{"categories":1720},[],{"categories":1722},[255],{"categories":1724},[255],{"categories":1726},[568],{"categories":1728},[568],{"categories":1730},[],{"categories":1732},[258],{"categories":1734},[276],{"categories":1736},[276],{"categories":1738},[255],{"categories":1740},[258],{"categories":1742},[],{"categories":1744},[297],{"categories":1746},[255],{"categories":1748},[255],{"categories":1750},[],{"categories":1752},[],{"categories":1754},[568],{"categories":1756},[255],{"categories":1758},[186],{"categories":1760},[252],{"categories":1762},[255],{"categories":1764},[],{"categories":1766},[258],{"categories":1768},[249],{"categories":1770},[249],{"categories":1772},[],{"categories":1774},[255],{"categories":1776},[297],{"categories":1778},[258],{"categories":1780},[],{"categories":1782},[255],{"categories":1784},[255],{"categories":1786},[258],{"categories":1788},[],{"categories":1790},[258],{"categories":1792},[186],{"categories":1794},[],{"categories":1796},[255],{"categories":1798},[],{"categories":1800},[255],{"categories":1802},[],{"categories":1804},[255],{"categories":1806},[255],{"categories":1808},[],{"categories":1810},[255],{"categories":1812},[276],{"categories":1814},[255],{"categories":1816},[255],{"categories":1818},[249],{"categories":1820},[255],{"categories":1822},[276],{"categories":1824},[258],{"categories":1826},[],{"categories":1828},[255],{"categories":1830},[313],{"categories":1832},[],{"categories":1834},[],{"categories":1836},[],{"categories":1838},[249],{"categories":1840},[276],{"categories":1842},[258],{"categories":1844},[255],{"categories":1846},[297],{"categories":1848},[258],{"categories":1850},[],{"categories":1852},[258],{"categories":1854},[],{"categories":1856},[255],{"categories":1858},[258],{"categories":1860},[255],{"categories":1862},[],{"categories":1864},[255],{"categories":1866},[255],{"categories":1868},[276],{"categories":1870},[297],{"categories":1872},[258],{"categories":1874},[297],{"categories":1876},[252],{"categories":1878},[],{"categories":1880},[],{"categories":1882},[255],{"categories":1884},[249],{"categories":1886},[276],{"categories":1888},[],{"categories":1890},[],{"categories":1892},[186],{"categories":1894},[297],{"categories":1896},[],{"categories":1898},[255],{"categories":1900},[],{"categories":1902},[313],{"categories":1904},[255],{"categories":1906},[568],{"categories":1908},[186],{"categories":1910},[],{"categories":1912},[258],{"categories":1914},[255],{"categories":1916},[258],{"categories":1918},[258],{"categories":1920},[255],{"categories":1922},[],{"categories":1924},[249],{"categories":1926},[255],{"categories":1928},[252],{"categories":1930},[186],{"categories":1932},[297],{"categories":1934},[],{"categories":1936},[],{"categories":1938},[],{"categories":1940},[258],{"categories":1942},[297],{"categories":1944},[276],{"categories":1946},[255],{"categories":1948},[276],{"categories":1950},[297],{"categories":1952},[],{"categories":1954},[297],{"categories":1956},[276],{"categories":1958},[252],{"categories":1960},[255],{"categories":1962},[276],{"categories":1964},[313],{"categories":1966},[],{"categories":1968},[],{"categories":1970},[300],{"categories":1972},[255,186],{"categories":1974},[276],{"categories":1976},[255],{"categories":1978},[258],{"categories":1980},[258],{"categories":1982},[255],{"categories":1984},[],{"categories":1986},[186],{"categories":1988},[255],{"categories":1990},[300],{"categories":1992},[258],{"categories":1994},[313],{"categories":1996},[568],{"categories":1998},[],{"categories":2000},[249],{"categories":2002},[258],{"categories":2004},[258],{"categories":2006},[186],{"categories":2008},[255],{"categories":2010},[255],{"categories":2012},[],{"categories":2014},[],{"categories":2016},[],{"categories":2018},[568],{"categories":2020},[276],{"categories":2022},[255],{"categories":2024},[255],{"categories":2026},[255],{"categories":2028},[],{"categories":2030},[300],{"categories":2032},[252],{"categories":2034},[],{"categories":2036},[258],{"categories":2038},[568],{"categories":2040},[],{"categories":2042},[297],{"categories":2044},[297],{"categories":2046},[],{"categories":2048},[186],{"categories":2050},[297],{"categories":2052},[255],{"categories":2054},[],{"categories":2056},[276],{"categories":2058},[255],{"categories":2060},[297],{"categories":2062},[258],{"categories":2064},[276],{"categories":2066},[],{"categories":2068},[258],{"categories":2070},[297],{"categories":2072},[255],{"categories":2074},[],{"categories":2076},[255],{"categories":2078},[255],{"categories":2080},[568],{"categories":2082},[276],{"categories":2084},[300],{"categories":2086},[300],{"categories":2088},[],{"categories":2090},[],{"categories":2092},[],{"categories":2094},[258],{"categories":2096},[186],{"categories":2098},[186],{"categories":2100},[],{"categories":2102},[],{"categories":2104},[255],{"categories":2106},[],{"categories":2108},[258],{"categories":2110},[255],{"categories":2112},[],{"categories":2114},[255],{"categories":2116},[252],{"categories":2118},[255],{"categories":2120},[313],{"categories":2122},[258],{"categories":2124},[255],{"categories":2126},[186],{"categories":2128},[276],{"categories":2130},[258],{"categories":2132},[],{"categories":2134},[276],{"categories":2136},[258],{"categories":2138},[258],{"categories":2140},[],{"categories":2142},[252],{"categories":2144},[258],{"categories":2146},[],{"categories":2148},[255],{"categories":2150},[249],{"categories":2152},[276],{"categories":2154},[568],{"categories":2156},[258],{"categories":2158},[258],{"categories":2160},[249],{"categories":2162},[255],{"categories":2164},[],{"categories":2166},[],{"categories":2168},[297],{"categories":2170},[255,252],{"categories":2172},[],{"categories":2174},[249],{"categories":2176},[300],{"categories":2178},[255],{"categories":2180},[186],{"categories":2182},[255],{"categories":2184},[258],{"categories":2186},[255],{"categories":2188},[255],{"categories":2190},[276],{"categories":2192},[258],{"categories":2194},[],{"categories":2196},[],{"categories":2198},[258],{"categories":2200},[255],{"categories":2202},[568],{"categories":2204},[],{"categories":2206},[255],{"categories":2208},[258],{"categories":2210},[],{"categories":2212},[255],{"categories":2214},[313],{"categories":2216},[300],{"categories":2218},[258],{"categories":2220},[255],{"categories":2222},[568],{"categories":2224},[],{"categories":2226},[255],{"categories":2228},[313],{"categories":2230},[297],{"categories":2232},[255],{"categories":2234},[],{"categories":2236},[313],{"categories":2238},[276],{"categories":2240},[255],{"categories":2242},[255],{"categories":2244},[249],{"categories":2246},[],{"categories":2248},[],{"categories":2250},[297],{"categories":2252},[255],{"categories":2254},[300],{"categories":2256},[313],{"categories":2258},[313],{"categories":2260},[276],{"categories":2262},[],{"categories":2264},[],{"categories":2266},[255],{"categories":2268},[],{"categories":2270},[255,186],{"categories":2272},[276],{"categories":2274},[258],{"categories":2276},[186],{"categories":2278},[255],{"categories":2280},[249],{"categories":2282},[],{"categories":2284},[],{"categories":2286},[249],{"categories":2288},[313],{"categories":2290},[255],{"categories":2292},[],{"categories":2294},[297,255],{"categories":2296},[568],{"categories":2298},[249],{"categories":2300},[],{"categories":2302},[252],{"categories":2304},[252],{"categories":2306},[255],{"categories":2308},[186],{"categories":2310},[258],{"categories":2312},[276],{"categories":2314},[313],{"categories":2316},[297],{"categories":2318},[255],{"categories":2320},[255],{"categories":2322},[255],{"categories":2324},[249],{"categories":2326},[255],{"categories":2328},[258],{"categories":2330},[276],{"categories":2332},[],{"categories":2334},[],{"categories":2336},[300],{"categories":2338},[186],{"categories":2340},[255],{"categories":2342},[297],{"categories":2344},[300],{"categories":2346},[255],{"categories":2348},[255],{"categories":2350},[258],{"categories":2352},[258],{"categories":2354},[255,252],{"categories":2356},[],{"categories":2358},[297],{"categories":2360},[],{"categories":2362},[255],{"categories":2364},[276],{"categories":2366},[249],{"categories":2368},[249],{"categories":2370},[258],{"categories":2372},[255],{"categories":2374},[252],{"categories":2376},[186],{"categories":2378},[313],{"categories":2380},[],{"categories":2382},[276],{"categories":2384},[255],{"categories":2386},[255],{"categories":2388},[276],{"categories":2390},[186],{"categories":2392},[255],{"categories":2394},[258],{"categories":2396},[276],{"categories":2398},[255],{"categories":2400},[297],{"categories":2402},[255],{"categories":2404},[255],{"categories":2406},[568],{"categories":2408},[261],{"categories":2410},[258],{"categories":2412},[255],{"categories":2414},[276],{"categories":2416},[258],{"categories":2418},[313],{"categories":2420},[255],{"categories":2422},[],{"categories":2424},[255],{"categories":2426},[],{"categories":2428},[],{"categories":2430},[],{"categories":2432},[252],{"categories":2434},[255],{"categories":2436},[258],{"categories":2438},[276],{"categories":2440},[276],{"categories":2442},[276],{"categories":2444},[276],{"categories":2446},[],{"categories":2448},[249],{"categories":2450},[258],{"categories":2452},[276],{"categories":2454},[249],{"categories":2456},[258],{"categories":2458},[255],{"categories":2460},[255,258],{"categories":2462},[258],{"categories":2464},[568],{"categories":2466},[276],{"categories":2468},[276],{"categories":2470},[258],{"categories":2472},[255],{"categories":2474},[],{"categories":2476},[276],{"categories":2478},[313],{"categories":2480},[249],{"categories":2482},[255],{"categories":2484},[255],{"categories":2486},[],{"categories":2488},[186],{"categories":2490},[],{"categories":2492},[249],{"categories":2494},[258],{"categories":2496},[276],{"categories":2498},[255],{"categories":2500},[276],{"categories":2502},[249],{"categories":2504},[276],{"categories":2506},[276],{"categories":2508},[],{"categories":2510},[252],{"categories":2512},[258],{"categories":2514},[276],{"categories":2516},[276],{"categories":2518},[276],{"categories":2520},[276],{"categories":2522},[276],{"categories":2524},[276],{"categories":2526},[276],{"categories":2528},[276],{"categories":2530},[276],{"categories":2532},[276],{"categories":2534},[300],{"categories":2536},[249],{"categories":2538},[255],{"categories":2540},[255],{"categories":2542},[],{"categories":2544},[255,249],{"categories":2546},[],{"categories":2548},[258],{"categories":2550},[276],{"categories":2552},[258],{"categories":2554},[255],{"categories":2556},[255],{"categories":2558},[255],{"categories":2560},[255],{"categories":2562},[255],{"categories":2564},[258],{"categories":2566},[252],{"categories":2568},[297],{"categories":2570},[276],{"categories":2572},[255],{"categories":2574},[],{"categories":2576},[],{"categories":2578},[258],{"categories":2580},[297],{"categories":2582},[255],{"categories":2584},[],{"categories":2586},[],{"categories":2588},[313],{"categories":2590},[255],{"categories":2592},[],{"categories":2594},[],{"categories":2596},[249],{"categories":2598},[252],{"categories":2600},[255],{"categories":2602},[252],{"categories":2604},[297],{"categories":2606},[],{"categories":2608},[276],{"categories":2610},[],{"categories":2612},[297],{"categories":2614},[255],{"categories":2616},[313],{"categories":2618},[],{"categories":2620},[313],{"categories":2622},[],{"categories":2624},[],{"categories":2626},[258],{"categories":2628},[],{"categories":2630},[252],{"categories":2632},[249],{"categories":2634},[297],{"categories":2636},[186],{"categories":2638},[],{"categories":2640},[],{"categories":2642},[255],{"categories":2644},[249],{"categories":2646},[313],{"categories":2648},[],{"categories":2650},[258],{"categories":2652},[258],{"categories":2654},[276],{"categories":2656},[255],{"categories":2658},[258],{"categories":2660},[255],{"categories":2662},[258],{"categories":2664},[255],{"categories":2666},[261],{"categories":2668},[276],{"categories":2670},[],{"categories":2672},[313],{"categories":2674},[186],{"categories":2676},[258],{"categories":2678},[],{"categories":2680},[255],{"categories":2682},[258],{"categories":2684},[252],{"categories":2686},[249],{"categories":2688},[255],{"categories":2690},[297],{"categories":2692},[186],{"categories":2694},[186],{"categories":2696},[255],{"categories":2698},[300],{"categories":2700},[255],{"categories":2702},[258],{"categories":2704},[252],{"categories":2706},[258],{"categories":2708},[255],{"categories":2710},[255],{"categories":2712},[258],{"categories":2714},[276],{"categories":2716},[],{"categories":2718},[249],{"categories":2720},[255],{"categories":2722},[258],{"categories":2724},[255],{"categories":2726},[255],{"categories":2728},[],{"categories":2730},[297],{"categories":2732},[252],{"categories":2734},[276],{"categories":2736},[255],{"categories":2738},[255],{"categories":2740},[297],{"categories":2742},[313],{"categories":2744},[300],{"categories":2746},[255],{"categories":2748},[276],{"categories":2750},[255],{"categories":2752},[258],{"categories":2754},[568],{"categories":2756},[255],{"categories":2758},[258],{"categories":2760},[300],{"categories":2762},[],{"categories":2764},[258],{"categories":2766},[186],{"categories":2768},[297],{"categories":2770},[255],{"categories":2772},[249],{"categories":2774},[252],{"categories":2776},[186],{"categories":2778},[],{"categories":2780},[258],{"categories":2782},[255],{"categories":2784},[],{"categories":2786},[276],{"categories":2788},[],{"categories":2790},[276],{"categories":2792},[255],{"categories":2794},[258],{"categories":2796},[258],{"categories":2798},[258],{"categories":2800},[],{"categories":2802},[],{"categories":2804},[255],{"categories":2806},[255],{"categories":2808},[],{"categories":2810},[297],{"categories":2812},[258],{"categories":2814},[313],{"categories":2816},[249],{"categories":2818},[],{"categories":2820},[],{"categories":2822},[276],{"categories":2824},[186],{"categories":2826},[255],{"categories":2828},[255],{"categories":2830},[255],{"categories":2832},[186],{"categories":2834},[276],{"categories":2836},[297],{"categories":2838},[255],{"categories":2840},[255],{"categories":2842},[255],{"categories":2844},[276],{"categories":2846},[255],{"categories":2848},[276],{"categories":2850},[258],{"categories":2852},[258],{"categories":2854},[186],{"categories":2856},[258],{"categories":2858},[255],{"categories":2860},[186],{"categories":2862},[297],{"categories":2864},[],{"categories":2866},[258],{"categories":2868},[],{"categories":2870},[],{"categories":2872},[252],{"categories":2874},[255],{"categories":2876},[258],{"categories":2878},[249],{"categories":2880},[258],{"categories":2882},[313],{"categories":2884},[],{"categories":2886},[258],{"categories":2888},[],{"categories":2890},[249],{"categories":2892},[258],{"categories":2894},[],{"categories":2896},[258],{"categories":2898},[255],{"categories":2900},[276],{"categories":2902},[255],{"categories":2904},[258],{"categories":2906},[276],{"categories":2908},[258],{"categories":2910},[186],{"categories":2912},[297],{"categories":2914},[249],{"categories":2916},[],{"categories":2918},[258],{"categories":2920},[297],{"categories":2922},[276],{"categories":2924},[255],{"categories":2926},[297],{"categories":2928},[249],{"categories":2930},[],{"categories":2932},[258],{"categories":2934},[258],{"categories":2936},[255],{"categories":2938},[],{"categories":2940},[258],{"categories":2942},[261],{"categories":2944},[276],{"categories":2946},[258],{"categories":2948},[252],{"categories":2950},[],{"categories":2952},[255],{"categories":2954},[261],{"categories":2956},[255],{"categories":2958},[258],{"categories":2960},[276],{"categories":2962},[249],{"categories":2964},[568],{"categories":2966},[255],{"categories":2968},[255],{"categories":2970},[255],{"categories":2972},[276],{"categories":2974},[252],{"categories":2976},[255],{"categories":2978},[297],{"categories":2980},[276],{"categories":2982},[568],{"categories":2984},[255],{"categories":2986},[],{"categories":2988},[],{"categories":2990},[568],{"categories":2992},[300],{"categories":2994},[258],{"categories":2996},[258],{"categories":2998},[276],{"categories":3000},[255],{"categories":3002},[249],{"categories":3004},[297],{"categories":3006},[258],{"categories":3008},[255],{"categories":3010},[313],{"categories":3012},[255],{"categories":3014},[258],{"categories":3016},[],{"categories":3018},[255],{"categories":3020},[255],{"categories":3022},[276],{"categories":3024},[249],{"categories":3026},[],{"categories":3028},[255],{"categories":3030},[255],{"categories":3032},[186],{"categories":3034},[297],{"categories":3036},[255,258],{"categories":3038},[313,252],{"categories":3040},[255],{"categories":3042},[],{"categories":3044},[258],{"categories":3046},[],{"categories":3048},[186],{"categories":3050},[255],{"categories":3052},[276],{"categories":3054},[],{"categories":3056},[258],{"categories":3058},[],{"categories":3060},[258],{"categories":3062},[249],{"categories":3064},[258],{"categories":3066},[255],{"categories":3068},[568],{"categories":3070},[313],{"categories":3072},[252],{"categories":3074},[252],{"categories":3076},[249],{"categories":3078},[249],{"categories":3080},[255],{"categories":3082},[258],{"categories":3084},[255],{"categories":3086},[255],{"categories":3088},[249],{"categories":3090},[255],{"categories":3092},[313],{"categories":3094},[276],{"categories":3096},[255],{"categories":3098},[258],{"categories":3100},[255],{"categories":3102},[],{"categories":3104},[186],{"categories":3106},[],{"categories":3108},[258],{"categories":3110},[249],{"categories":3112},[],{"categories":3114},[568],{"categories":3116},[255],{"categories":3118},[],{"categories":3120},[276],{"categories":3122},[258],{"categories":3124},[186],{"categories":3126},[255],{"categories":3128},[258],{"categories":3130},[186],{"categories":3132},[258],{"categories":3134},[276],{"categories":3136},[249],{"categories":3138},[276],{"categories":3140},[186],{"categories":3142},[255],{"categories":3144},[297],{"categories":3146},[255],{"categories":3148},[255],{"categories":3150},[255],{"categories":3152},[255],{"categories":3154},[258],{"categories":3156},[255],{"categories":3158},[258],{"categories":3160},[255],{"categories":3162},[249],{"categories":3164},[255],{"categories":3166},[258],{"categories":3168},[297],{"categories":3170},[249],{"categories":3172},[258],{"categories":3174},[297],{"categories":3176},[],{"categories":3178},[255],{"categories":3180},[255],{"categories":3182},[186],{"categories":3184},[],{"categories":3186},[258],{"categories":3188},[313],{"categories":3190},[255],{"categories":3192},[276],{"categories":3194},[313],{"categories":3196},[258],{"categories":3198},[252],{"categories":3200},[252],{"categories":3202},[255],{"categories":3204},[249],{"categories":3206},[],{"categories":3208},[255],{"categories":3210},[],{"categories":3212},[249],{"categories":3214},[255],{"categories":3216},[258],{"categories":3218},[258],{"categories":3220},[],{"categories":3222},[186],{"categories":3224},[186],{"categories":3226},[313],{"categories":3228},[297],{"categories":3230},[],{"categories":3232},[255],{"categories":3234},[249],{"categories":3236},[255],{"categories":3238},[186],{"categories":3240},[249],{"categories":3242},[276],{"categories":3244},[276],{"categories":3246},[],{"categories":3248},[276],{"categories":3250},[258],{"categories":3252},[297],{"categories":3254},[300],{"categories":3256},[255],{"categories":3258},[],{"categories":3260},[276],{"categories":3262},[186],{"categories":3264},[252],{"categories":3266},[255],{"categories":3268},[249],{"categories":3270},[568],{"categories":3272},[249],{"categories":3274},[],{"categories":3276},[],{"categories":3278},[276],{"categories":3280},[],{"categories":3282},[258],{"categories":3284},[258],{"categories":3286},[258],{"categories":3288},[],{"categories":3290},[255],{"categories":3292},[],{"categories":3294},[276],{"categories":3296},[249],{"categories":3298},[297],{"categories":3300},[255],{"categories":3302},[276],{"categories":3304},[276],{"categories":3306},[],{"categories":3308},[276],{"categories":3310},[249],{"categories":3312},[255],{"categories":3314},[],{"categories":3316},[258],{"categories":3318},[258],{"categories":3320},[249],{"categories":3322},[],{"categories":3324},[],{"categories":3326},[],{"categories":3328},[297],{"categories":3330},[258],{"categories":3332},[255],{"categories":3334},[],{"categories":3336},[],{"categories":3338},[],{"categories":3340},[297],{"categories":3342},[],{"categories":3344},[249],{"categories":3346},[],{"categories":3348},[],{"categories":3350},[297],{"categories":3352},[255],{"categories":3354},[276],{"categories":3356},[],{"categories":3358},[313],{"categories":3360},[276],{"categories":3362},[313],{"categories":3364},[255],{"categories":3366},[],{"categories":3368},[],{"categories":3370},[258],{"categories":3372},[],{"categories":3374},[],{"categories":3376},[258],{"categories":3378},[255],{"categories":3380},[],{"categories":3382},[258],{"categories":3384},[276],{"categories":3386},[313],{"categories":3388},[300],{"categories":3390},[258],{"categories":3392},[258],{"categories":3394},[],{"categories":3396},[],{"categories":3398},[],{"categories":3400},[276],{"categories":3402},[],{"categories":3404},[],{"categories":3406},[297],{"categories":3408},[249],{"categories":3410},[],{"categories":3412},[252],{"categories":3414},[313],{"categories":3416},[255],{"categories":3418},[186],{"categories":3420},[249],{"categories":3422},[300],{"categories":3424},[252],{"categories":3426},[186],{"categories":3428},[],{"categories":3430},[],{"categories":3432},[258],{"categories":3434},[249],{"categories":3436},[297],{"categories":3438},[249],{"categories":3440},[258],{"categories":3442},[568],{"categories":3444},[258],{"categories":3446},[],{"categories":3448},[255],{"categories":3450},[276],{"categories":3452},[186],{"categories":3454},[],{"categories":3456},[297],{"categories":3458},[276],{"categories":3460},[249],{"categories":3462},[258],{"categories":3464},[255],{"categories":3466},[252],{"categories":3468},[258,568],{"categories":3470},[258],{"categories":3472},[186],{"categories":3474},[255],{"categories":3476},[300],{"categories":3478},[313],{"categories":3480},[258],{"categories":3482},[],{"categories":3484},[258],{"categories":3486},[255],{"categories":3488},[252],{"categories":3490},[],{"categories":3492},[],{"categories":3494},[255],{"categories":3496},[300],{"categories":3498},[255],{"categories":3500},[],{"categories":3502},[276],{"categories":3504},[],{"categories":3506},[276],{"categories":3508},[186],{"categories":3510},[258],{"categories":3512},[255],{"categories":3514},[313],{"categories":3516},[186],{"categories":3518},[],{"categories":3520},[276],{"categories":3522},[255],{"categories":3524},[],{"categories":3526},[255],{"categories":3528},[258],{"categories":3530},[255],{"categories":3532},[258],{"categories":3534},[255],{"categories":3536},[255],{"categories":3538},[255],{"categories":3540},[255],{"categories":3542},[252],{"categories":3544},[],{"categories":3546},[261],{"categories":3548},[276],{"categories":3550},[255],{"categories":3552},[],{"categories":3554},[186],{"categories":3556},[255],{"categories":3558},[255],{"categories":3560},[258],{"categories":3562},[276],{"categories":3564},[255],{"categories":3566},[255],{"categories":3568},[252],{"categories":3570},[258],{"categories":3572},[297],{"categories":3574},[],{"categories":3576},[300],{"categories":3578},[255],{"categories":3580},[],{"categories":3582},[276],{"categories":3584},[313],{"categories":3586},[],{"categories":3588},[],{"categories":3590},[276],{"categories":3592},[276],{"categories":3594},[313],{"categories":3596},[249],{"categories":3598},[258],{"categories":3600},[258],{"categories":3602},[255],{"categories":3604},[252],{"categories":3606},[],{"categories":3608},[],{"categories":3610},[276],{"categories":3612},[300],{"categories":3614},[186],{"categories":3616},[258],{"categories":3618},[297],{"categories":3620},[300],{"categories":3622},[300],{"categories":3624},[],{"categories":3626},[276],{"categories":3628},[255],{"categories":3630},[255],{"categories":3632},[186],{"categories":3634},[],{"categories":3636},[276],{"categories":3638},[276],{"categories":3640},[276],{"categories":3642},[],{"categories":3644},[258],{"categories":3646},[255],{"categories":3648},[],{"categories":3650},[249],{"categories":3652},[252],{"categories":3654},[],{"categories":3656},[255],{"categories":3658},[255],{"categories":3660},[],{"categories":3662},[186],{"categories":3664},[],{"categories":3666},[],{"categories":3668},[],{"categories":3670},[],{"categories":3672},[255],{"categories":3674},[276],{"categories":3676},[],{"categories":3678},[],{"categories":3680},[255],{"categories":3682},[255],{"categories":3684},[255],{"categories":3686},[300],{"categories":3688},[255],{"categories":3690},[300],{"categories":3692},[],{"categories":3694},[300],{"categories":3696},[300],{"categories":3698},[568],{"categories":3700},[258],{"categories":3702},[186],{"categories":3704},[],{"categories":3706},[],{"categories":3708},[300],{"categories":3710},[186],{"categories":3712},[186],{"categories":3714},[186],{"categories":3716},[],{"categories":3718},[249],{"categories":3720},[186],{"categories":3722},[186],{"categories":3724},[249],{"categories":3726},[186],{"categories":3728},[252],{"categories":3730},[186],{"categories":3732},[186],{"categories":3734},[186],{"categories":3736},[300],{"categories":3738},[276],{"categories":3740},[276],{"categories":3742},[255],{"categories":3744},[186],{"categories":3746},[300],{"categories":3748},[568],{"categories":3750},[300],{"categories":3752},[300],{"categories":3754},[300],{"categories":3756},[],{"categories":3758},[252],{"categories":3760},[],{"categories":3762},[568],{"categories":3764},[186],{"categories":3766},[186],{"categories":3768},[186],{"categories":3770},[258],{"categories":3772},[276,252],{"categories":3774},[300],{"categories":3776},[],{"categories":3778},[],{"categories":3780},[300],{"categories":3782},[],{"categories":3784},[300],{"categories":3786},[276],{"categories":3788},[258],{"categories":3790},[],{"categories":3792},[186],{"categories":3794},[255],{"categories":3796},[297],{"categories":3798},[],{"categories":3800},[255],{"categories":3802},[],{"categories":3804},[276],{"categories":3806},[249],{"categories":3808},[300],{"categories":3810},[],{"categories":3812},[186],{"categories":3814},[276],[3816,3898,4012,4077],{"id":3817,"title":3818,"ai":3819,"body":3824,"categories":3875,"created_at":187,"date_modified":187,"description":177,"extension":188,"faq":187,"featured":189,"kicker_label":187,"meta":3876,"navigation":228,"path":3885,"published_at":3886,"question":187,"scraped_at":3887,"seo":3888,"sitemap":3889,"source_id":3890,"source_name":3891,"source_type":235,"source_url":3892,"stem":3893,"tags":3894,"thumbnail_url":187,"tldr":3895,"tweet":187,"unknown_tags":3896,"__hash__":3897},"summaries\u002Fsummaries\u002F2168fe9c778b5cde-siyuan-refactor-notes-like-code-without-broken-lin-summary.md","SiYuan: Refactor Notes Like Code Without Broken Links",{"provider":7,"model":8,"input_tokens":3820,"output_tokens":3821,"processing_time_ms":3822,"cost_usd":3823},5162,1290,14980,0.00117055,{"type":14,"value":3825,"toc":3869},[3826,3830,3833,3836,3840,3843,3846,3850,3853,3856,3860,3863,3866],[17,3827,3829],{"id":3828},"permanent-block-ids-enable-refactoring-without-breaks","Permanent Block IDs Enable Refactoring Without Breaks",[22,3831,3832],{},"Link to specific blocks (paragraphs, lists, code snippets) using unique, permanent IDs instead of file paths. Move or reorganize content freely—the embedded references stay intact, eliminating broken links common in Markdown folders or Obsidian vaults. For example, embed a Python code block in multiple notes; relocate the original, and all embeds update automatically. This shifts focus from file locations to utility, ideal for docs, bug tracking, or architecture diagrams where knowledge evolves.",[22,3834,3835],{},"Add interactive graph views to visualize block connections, revealing how bugs link to tasks or decisions tie to code snippets. Self-host via Docker Compose in 1-2 minutes for full local control and offline access.",[17,3837,3839],{"id":3838},"built-in-sql-databases-structure-dev-knowledge","Built-in SQL Databases Structure Dev Knowledge",[22,3841,3842],{},"Create task databases with fields like status and priority directly in notes. Query them inline with SQL—no plugins needed—for filtering high-priority bugs or overdue tasks. This turns scattered notes into a structured system design document or personal wiki, supporting project docs, code snippets, and knowledge bases.",[22,3844,3845],{},"Unlike plugin-dependent tools, databases are native, with export to Markdown available. Graph views integrate seamlessly, showing relational pins across your workspace.",[17,3847,3849],{"id":3848},"outperforms-obsidian-and-notion-for-local-power","Outperforms Obsidian and Notion for Local Power",[22,3851,3852],{},"Obsidian's file-based linking breaks on refactors; SiYuan's block-level granularity feels like a structured system. Notion offers similar blocks and databases but requires cloud subscription and lacks ownership—SiYuan delivers both locally and open-source, free of vendor lock-in.",[22,3854,3855],{},"Devs switch for stable large workspaces, fast updates, and performance on huge note sets (run occasional optimizations). Use SiYuan if notes grow into long-term systems; stick with Obsidian for Markdown\u002Fplugin-heavy setups or Notion if deeply invested despite switching pain.",[17,3857,3859],{"id":3858},"key-trade-offs-ownership-vs-familiarity","Key Trade-offs: Ownership vs Familiarity",[22,3861,3862],{},"Pros: Unbreakable links stabilize big notes; Docker self-hosting; native SQL outperforms plugin hunts; Notion-like UI with graph interactivity.",[22,3864,3865],{},"Cons: Stores in proprietary .psi format (not plain Markdown); smaller English plugin ecosystem (Chinese-origin); UI feels dated to some; large workspaces need optimization.",[22,3867,3868],{},"Try if current tools fail on structure—import existing notes and test block embeds on a project doc to validate fit.",{"title":177,"searchDepth":178,"depth":178,"links":3870},[3871,3872,3873,3874],{"id":3828,"depth":178,"text":3829},{"id":3838,"depth":178,"text":3839},{"id":3848,"depth":178,"text":3849},{"id":3858,"depth":178,"text":3859},[249],{"content_references":3877,"triage":3883},[3878,3881],{"type":193,"title":3879,"url":3880,"context":196},"SiYuan","https:\u002F\u002Fgithub.com\u002Fsiyuan-note\u002Fsiyuan",{"type":193,"title":3879,"url":3882,"context":196},"https:\u002F\u002Fb3log.org\u002Fsiyuan\u002F",{"relevance":224,"novelty":225,"quality":224,"actionability":224,"composite":226,"reasoning":3884},"Category: Developer Productivity. The article discusses a tool that enhances note-taking for developers by using permanent block IDs, addressing a common pain point of broken links in documentation. It provides actionable insights on how to implement the tool and its benefits over existing solutions, making it relevant for developers looking to improve their productivity.","\u002Fsummaries\u002F2168fe9c778b5cde-siyuan-refactor-notes-like-code-without-broken-lin-summary","2026-04-30 12:00:04","2026-05-03 16:47:32",{"title":3818,"description":177},{"loc":3885},"0a5e7223009396a5","Better Stack","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=2L3txd8_Psk","summaries\u002F2168fe9c778b5cde-siyuan-refactor-notes-like-code-without-broken-lin-summary",[240,242],"SiYuan uses permanent block IDs for unbreakable references and built-in SQL databases, letting developers organize technical notes like structured codebases locally, outperforming Obsidian's file links and Notion's cloud lock-in.",[242],"1jpoqcD8uth-GMhMxR2zvLbMa6kZDuJDgJdWnUx9sKg",{"id":3899,"title":3900,"ai":3901,"body":3906,"categories":3995,"created_at":187,"date_modified":187,"description":3996,"extension":188,"faq":187,"featured":189,"kicker_label":187,"meta":3997,"navigation":228,"path":3998,"published_at":3999,"question":187,"scraped_at":4000,"seo":4001,"sitemap":4002,"source_id":4003,"source_name":3891,"source_type":4004,"source_url":4005,"stem":4006,"tags":4007,"thumbnail_url":187,"tldr":4009,"tweet":187,"unknown_tags":4010,"__hash__":4011},"summaries\u002Fsummaries\u002Ffab655590deb0e72-postgrest-zero-code-rest-api-from-postgres-summary.md","PostgREST: Zero-Code REST API from Postgres",{"provider":7,"model":8,"input_tokens":3902,"output_tokens":3903,"processing_time_ms":3904,"cost_usd":3905},4987,1301,11608,0.00162525,{"type":14,"value":3907,"toc":3989},[3908,3912,3915,3935,3942,3946,3961,3972,3976,3979,3982,3986],[17,3909,3911],{"id":3910},"schema-defines-your-api-eliminating-duplication","Schema Defines Your API, Eliminating Duplication",[22,3913,3914],{},"PostgREST queries your Postgres database schema directly to generate a full REST API, bypassing traditional layers like controllers, routes, ORMs, validation, and services. This eliminates duplicated logic: define data, access rules, and relationships once in the database, and the API mirrors it automatically. With 26k GitHub stars and powering Supabase at production scale, it handles serious traffic without custom backend code.",[22,3916,3917,3918,3922,3923,3926,3927,3930,3931,3934],{},"Setup takes under 60 seconds via Docker Compose: three services (Postgres, PostgREST, Swagger UI). Example docker-compose.yml wires them together; run ",[3919,3920,3921],"code",{},"docker compose up"," for instant API at ",[3919,3924,3925],{},"\u002Frest\u002Fv1\u002F",". Create a simple table like ",[3919,3928,3929],{},"todos (id, title, completed, created_at)",", and GET ",[3919,3932,3933],{},"\u002Ftodos"," returns JSON immediately. POST new rows with JSON bodies syncs to DB instantly—no ORM lag.",[22,3936,3937,3938,3941],{},"Autogenerated Swagger UI at ",[3919,3939,3940],{},"\u002Fdocs"," provides interactive docs, schemas, and testing for full CRUD exploration.",[17,3943,3945],{"id":3944},"url-driven-queries-and-rls-for-secure-operations","URL-Driven Queries and RLS for Secure Operations",[22,3947,3948,3949,3952,3953,3956,3957,3960],{},"Handle filtering (",[3919,3950,3951],{},"\u002Ftodos?completed=eq.true","), sorting (",[3919,3954,3955],{},"\u002Ftodos?order=created_at.desc","), and pagination (",[3919,3958,3959],{},"\u002Ftodos?limit=10&offset=20",") via query params—no code required. Relationships use standard Postgres foreign keys, exposed naturally.",[22,3962,3963,3964,3967,3968,3971],{},"Security via Postgres Row Level Security (RLS): enable with ",[3919,3965,3966],{},"ALTER TABLE todos ENABLE ROW LEVEL SECURITY;",", then define policies in SQL like ",[3919,3969,3970],{},"CREATE POLICY anon ON todos FOR ALL USING (true) WITH CHECK (true);",". Rules live in the DB, reducing middleware scattering and maintenance. Anon access allows full CRUD here; refine for users\u002Froles to enforce fine-grained access without backend auth logic.",[17,3973,3975],{"id":3974},"performance-gains-vs-maintenance-trade-offs","Performance Gains vs. Maintenance Trade-offs",[22,3977,3978],{},"Benefits include rapid prototyping (idea to API in minutes), low maintenance (API evolves with schema changes), and high performance (direct DB queries scale like Supabase proves). Skip boilerplate tax: no Express\u002FPrisma controllers syncing schemas across layers.",[22,3980,3981],{},"Drawbacks: Heavy RLS increases DB load—design policies efficiently. Complex business logic pushes toward SQL views\u002Ffunctions, which some teams embrace for purity, others avoid. For intricate apps, add a thin BFF layer on top, but PostgREST handles 80%+ of CRUD.",[17,3983,3985],{"id":3984},"use-for-mvps-and-postgres-centric-apps","Use for MVPs and Postgres-Centric Apps",[22,3987,3988],{},"Adopt for prototypes, MVPs, or Postgres-heavy projects to ship faster with stronger security defaults. Avoid if needing heavy custom logic everywhere. Pair with existing DB for quick wins; your database becomes the single source of truth, making API a natural extension rather than a separate system.",{"title":177,"searchDepth":178,"depth":178,"links":3990},[3991,3992,3993,3994],{"id":3910,"depth":178,"text":3911},{"id":3944,"depth":178,"text":3945},{"id":3974,"depth":178,"text":3975},{"id":3984,"depth":178,"text":3985},[186],"PostgREST is one of the most underrated tools in modern backend development, and in this video shows how you can turn your Postgres database into a production-ready REST API with zero backend code. \n\nInstead of writing controllers, routes, and ORM logic, you’ll see how PostgREST lets your database handle everything—from CRUD operations and filtering to authentication using Row Level Security (RLS).\n\n🔗 Relevant Links\npostgREST Repo - https:\u002F\u002Fgithub.com\u002Fpostgrest\u002Fpostgrest\npostgREST Docs - https:\u002F\u002Fdocs.postgrest.org\u002Fen\u002Fv14\u002F\n\n❤️ More about us\nRadically better observability stack: https:\u002F\u002Fbetterstack.com\u002F\nWritten tutorials: https:\u002F\u002Fbetterstack.com\u002Fcommunity\u002F\nExample projects: https:\u002F\u002Fgithub.com\u002FBetterStackHQ\n\n📱 Socials\nTwitter: https:\u002F\u002Ftwitter.com\u002Fbetterstackhq\nInstagram: https:\u002F\u002Fwww.instagram.com\u002Fbetterstackhq\u002F\nTikTok: https:\u002F\u002Fwww.tiktok.com\u002F@betterstack\nLinkedIn: https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fbetterstack\n\n📌 Chapters:\n0:00 The Backend You Don’t Want to Write (Stop Writing CRUD APIs)\n0:35 What is PostgREST? (Postgres → REST API Explained)\n1:26 Live Demo: Postgres to REST API in 60 Seconds (Docker Setup)\n1:50 Docker Compose Setup (Postgres + PostgREST + Swagger UI)\n2:10 Row Level Security (RLS) Setup in Postgres\n2:39 Filtering, Sorting & Pagination via URL (No Code)\n2:50 Creating Data with POST Request (Instant DB Sync)\n3:12 Full API with Zero Backend Code (Recap)\n4:10 Pros: Speed, Simplicity, Performance (Direct Postgres)\n4:36 Cons: RLS Complexity, Views & Business Logic Tradeoffs\n5:12 Should You Use PostgREST? \n5:45 Final Thoughts: Build APIs Faster with Postgres",{},"\u002Fsummaries\u002Ffab655590deb0e72-postgrest-zero-code-rest-api-from-postgres-summary","2026-04-08 12:00:33","2026-04-08 14:48:25",{"title":3900,"description":3996},{"loc":3998},"fab655590deb0e72","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DVYVvewa2kc","summaries\u002Ffab655590deb0e72-postgrest-zero-code-rest-api-from-postgres-summary",[240,4008,242],"software-engineering","PostgREST turns any Postgres schema into a production REST API with CRUD, filtering, pagination, and RLS security—no controllers, routes, or ORM needed, cutting 80% of backend boilerplate.",[4008,242],"oKhmXildbS60zMe0E7pmPr_4O43IT9m1RsJbEesKHRw",{"id":4013,"title":4014,"ai":4015,"body":4020,"categories":4063,"created_at":187,"date_modified":187,"description":4064,"extension":188,"faq":187,"featured":189,"kicker_label":187,"meta":4065,"navigation":228,"path":4066,"published_at":4067,"question":187,"scraped_at":4000,"seo":4068,"sitemap":4069,"source_id":4070,"source_name":3891,"source_type":4004,"source_url":4071,"stem":4072,"tags":4073,"thumbnail_url":187,"tldr":4074,"tweet":187,"unknown_tags":4075,"__hash__":4076},"summaries\u002Fsummaries\u002Fcc410bc56bfe8773-directus-instant-backend-from-any-sql-db-summary.md","Directus: Instant Backend from Any SQL DB",{"provider":7,"model":8,"input_tokens":4016,"output_tokens":4017,"processing_time_ms":4018,"cost_usd":4019},5505,1415,9542,0.001786,{"type":14,"value":4021,"toc":4058},[4022,4026,4029,4032,4036,4039,4042,4046,4049,4052,4055],[17,4023,4025],{"id":4024},"skip-boilerplate-build-full-backend-in-minutes","Skip Boilerplate: Build Full Backend in Minutes",[22,4027,4028],{},"Directus sits directly on your existing SQL database—no migrations, no schema rebuilds, no duplicate layers. Point it at Postgres, MySQL, or Oracle to unlock REST\u002FGraphQL APIs, real-time subscriptions, and a reactive admin UI instantly. In a demo from blank slate: Create an \"orders\" collection via UI (no SQL), add fields like customer_name (string), email (string), product (dropdown with key-value pairs), amount (numeric), status (string). Data saves to your DB immediately. Add sample records: three orders with dummy customer\u002Fproduct data. Result: Functional CRUD without code.",[22,4030,4031],{},"Lock it down with granular permissions—no plugins needed. For public role on \"orders\": Enable read access, disable create\u002Fupdate\u002Fdelete at field level. This prevents unauthorized writes while exposing read-only data via APIs. Deploy via Docker for quick local testing; scales to production without rework.",[17,4033,4035],{"id":4034},"automate-with-flows-no-backend-logic-required","Automate with Flows: No Backend Logic Required",[22,4037,4038],{},"Flows handle automations visually, like n8n but database-native. Trigger on events (e.g., item created in \"orders\"). Add operations: Send email with dynamic data (subject: \"New Order\", body interpolates order details like customer\u002Femail). Test with Mailpit in Docker Compose—new order triggers flow, email delivers instantly. This eliminates wiring webhooks or cron jobs; flows pull\u002Fpush data directly from your DB.",[22,4040,4041],{},"Your DB remains the single source of truth, supporting legacy systems, SaaS backends, internal tools, headless CMS, or AI agents needing controlled access.",[17,4043,4045],{"id":4044},"trade-offs-vs-alternatives-choose-workflow-fit","Trade-offs vs. Alternatives: Choose Workflow Fit",[22,4047,4048],{},"Directus beats code-first tools like Strapi\u002FPayload (define schemas in code, then rebuild) by using your existing schema—zero recreation. Outpaces Hasura (GraphQL-focused) with full admin workspace, permissions, files, and flows included.",[22,4050,4051],{},"Pros: Permissions enforce precisely (field-level, role-based); flows cut busywork; clean\u002Ffast UI; Docker-easy; scales well; open-source (full control, no lock-in).",[22,4053,4054],{},"Cons: Advanced flows demand time (like n8n); docs spotty; self-hosting requires infra management; local complex setups get messy.",[22,4056,4057],{},"Skip if: Strict TypeScript monorepo, no existing DB, or code-defined everything (use Payload). Ideal for repetitive CRUD rebuilds—saves time\u002Fmaintenance on SQL-heavy projects.",{"title":177,"searchDepth":178,"depth":178,"links":4059},[4060,4061,4062],{"id":4024,"depth":178,"text":4025},{"id":4034,"depth":178,"text":4035},{"id":4044,"depth":178,"text":4045},[186],"If you’re tired of rebuilding the same backend over and over again, Directus will show you a faster way. \n\nSee how to turn a completely blank setup into a fully functional backend with APIs, permissions, and automations in just minutes—without writing traditional backend code. I’ll  build a system from scratch using Directus, covering collections, fields, roles and permissions, and flows for automation. It's great for devs working with databases like Postgres or MySQL who want to skip repetitive CRUD APIs and boilerplate backend logic.\n\n🔗 Relevant Links\nDirectus - https:\u002F\u002Fdirectus.io\u002F\nDirectus Repo - https:\u002F\u002Fgithub.com\u002Fdirectus\u002Fdirectus\n\n❤️ More about us\nRadically better observability stack: https:\u002F\u002Fbetterstack.com\u002F\nWritten tutorials: https:\u002F\u002Fbetterstack.com\u002Fcommunity\u002F\nExample projects: https:\u002F\u002Fgithub.com\u002FBetterStackHQ\n\n📱 Socials\nTwitter: https:\u002F\u002Ftwitter.com\u002Fbetterstackhq\nInstagram: https:\u002F\u002Fwww.instagram.com\u002Fbetterstackhq\u002F\nTikTok: https:\u002F\u002Fwww.tiktok.com\u002F@betterstack\nLinkedIn: https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fbetterstack\n\n📌 Chapters:\n0:00 Stop Rebuilding Backends (The Problem)\n0:33 What Directus Solves (Backend Boilerplate Explained)\n1:20 Build a Backend in Minutes (Live Directus Demo)\n3:15 Build out a Flow Automation\n4:38 What is Directus? (Database-First Backend Explained)\n5:23 Directus vs Strapi vs Payload vs Hasura\n5:45 Directus Pros and Cons \n7:00 Is Directus Worth It? (Who Should Use It)\n7:30 Final Thoughts",{},"\u002Fsummaries\u002Fcc410bc56bfe8773-directus-instant-backend-from-any-sql-db-summary","2026-04-07 12:01:28",{"title":4014,"description":4064},{"loc":4066},"cc410bc56bfe8773","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=o9-tFFcAhXo","summaries\u002Fcc410bc56bfe8773-directus-instant-backend-from-any-sql-db-summary",[240,242,4008],"Connect Directus to Postgres\u002FMySQL\u002FOracle for immediate REST\u002FGraphQL APIs, field-level permissions, admin UI, file handling, and no-code flows—skipping all CRUD boilerplate and schema migrations.",[242,4008],"7vO0VWb989Dq01ZqW6rjgNlKrIffduSJmg6YzwFwWlU",{"id":4078,"title":4079,"ai":4080,"body":4085,"categories":4205,"created_at":187,"date_modified":187,"description":4206,"extension":188,"faq":187,"featured":189,"kicker_label":187,"meta":4207,"navigation":228,"path":4208,"published_at":4209,"question":187,"scraped_at":4210,"seo":4211,"sitemap":4212,"source_id":4213,"source_name":4214,"source_type":4004,"source_url":4215,"stem":4216,"tags":4217,"thumbnail_url":187,"tldr":4219,"tweet":187,"unknown_tags":4220,"__hash__":4221},"summaries\u002Fsummaries\u002F2d24128071ad89be-primeagen-s-live-sql-bootcamp-on-boot-dev-summary.md","Primeagen's Live SQL Bootcamp on boot.dev",{"provider":7,"model":8,"input_tokens":4081,"output_tokens":4082,"processing_time_ms":4083,"cost_usd":4084},8866,2308,25226,0.00290455,{"type":14,"value":4086,"toc":4198},[4087,4091,4098,4102,4105,4108,4114,4119,4123,4126,4129,4138,4142,4153,4156,4161,4166,4168],[17,4088,4090],{"id":4089},"hands-on-sql-learning-via-bootdev-course","Hands-On SQL Learning via boot.dev Course",[22,4092,4093,4094,4097],{},"The session kicks off a sponsored deep dive into boot.dev's comprehensive SQL course, framed as building a full PayPal clone payment app. This practical approach emphasizes immediate application over theory: start with real queries on a database mimicking production data. The course targets PostgreSQL, MySQL, SQLite, and others, positioning SQL as an essential skill for any developer handling data. Primeagen and guest DJ alternate reading and typing exercises in the browser-based playground, enforcing active participation—no copy-pasting allowed. First exercise: ",[3919,4095,4096],{},"SELECT * FROM payments;"," pulls all columns from the payments table, instantly visualizing results. This interactive format builds muscle memory, with points awarded for correct submissions, gamifying the process. The goal: master querying across tables for a functional app in one session.",[17,4099,4101],{"id":4100},"roasting-githubs-reliability-and-ai-code-nightmares","Roasting GitHub's Reliability and AI Code Nightmares",[22,4103,4104],{},"Amid SQL exercises, the stream detours into sharp critiques of dev infrastructure. GitHub faces brutal takedowns for subpar uptime—jokes about \"29s of reliability\" (two nines: 99%) and Claude's leaked code flooding repos with 800 million lines daily. Primeagen proposes radical fixes: charge $5\u002Fmonth per account or $1 per commit (or \"G-Bucks\" per line) to curb spam and force better code discipline. \"People's lives would change and software would be dramatically better.\"",[22,4106,4107],{},"AI-generated code draws fire via Anthropic's Claude print function analysis: a 3,100-line monster in cli_print.js with 12 nesting levels, 486 branches, 12 params + 16-option bag, 21 inner functions. It handles agent loops, AWS S3, MCP lifecycle, polling—inside a print function. Nested promise-callback hell replaces async\u002Fawait, evoking pre-2015 Node.js. Primeagen calls it \"a bridge too far,\" highlighting how unchecked AI output bloats codebases. Streamer.dotfun rewrite exposes Riverside.fm's RTMP woes: drops to 100p from 1080p, forcing custom OBS scenes. Authentication fixes and vibe coding (reliable despite messy code) underscore production realities.",[4109,4110,4111],"blockquote",{},[22,4112,4113],{},"\"To have a GitHub account, you have to pay $5 a month. That would pretty much solve every problem.\"",[4109,4115,4116],{},[22,4117,4118],{},"\"3100 lines long. 12 levels of nesting... AWS S3 inside the print loop... that's a bridge too far for me.\"",[17,4120,4122],{"id":4121},"streaming-tech-challenges-and-dev-lifestyle","Streaming Tech Challenges and Dev Lifestyle",[22,4124,4125],{},"Technical hurdles dominate: OBS crashes leaking API keys, Chromium CPU spikes from kernel threads, npm vulnerabilities from vibe coding a 7,000-line Riverside rewrite (9 hours runtime). Solutions include fresh Arch installs, new Dell XPS laptops (#ad), and Kinesis shirts for ergonomics. Blood work brags (biological age 34 at 30s) mix with family interruptions—son's keyboard demo ends in rejection. TTS integration via streamer.site syncs audio\u002Fvideo perfectly post-auth, hinting at AI-enhanced streams. Banter covers indie hacking: boot.dev sponsorship enables lives, promo code \"tan\" urged repeatedly.",[22,4127,4128],{},"Productivity shines in multitasking—walking streams planned, shared hype trains for Twitch subs. Vibe coding proves viable: \"It does actually work. Surprisingly reliable, especially given what the code looks like.\"",[4109,4130,4131],{},[22,4132,4133,4134,4137],{},"\"Vibe coding is it works. Some parts are fine... ran a casual 7,000 line ",[121,4135,4136],{},"rewrite",".\"",[17,4139,4141],{"id":4140},"bootdevs-gamified-sql-structure","Boot.dev's Gamified SQL Structure",[22,4143,4144,4145,4148,4149,4152],{},"Course intro mocks pronunciations (\"Squeal,\" \"Squalate\") before diving in. Build progresses table-by-table: payments first, expanding to users, transactions. Emphasis on ",[3919,4146,4147],{},"SELECT"," versatility—",[3919,4150,4151],{},"*"," for exploration, specific columns next. Browser playground auto-grades, preventing passive watching. Primeagen's real-time debugging models pro habits: read aloud, type manually, submit confidently. Ties to broader stack: SQL underpins AI pipelines, SaaS backends, data viz—essential for AI engineers querying embeddings or logs.",[22,4154,4155],{},"Gamification peaks with gifted subs (50+ from 420 Koala) outpacing GitHub issues, cheers like \"Squeal for me, daddy.\" OBS virtual cam restarts after freezes, proving resilience.",[4109,4157,4158],{},[22,4159,4160],{},"\"We're just gonna learn... build all of PayPal in one day. Call us GStack.\"",[4109,4162,4163],{},[22,4164,4165],{},"\"Time to learn some squeal live on Twitch.\"",[17,4167,149],{"id":148},[26,4169,4170,4173,4176,4179,4182,4185,4188,4195],{},[29,4171,4172],{},"Sign up for boot.dev SQL course (promo: tan) for interactive, gamified learning—type every query to internalize.",[29,4174,4175],{},"Charge for GitHub commits\u002Flines to slash AI spam and boost code quality; free tiers enable abuse.",[29,4177,4178],{},"Audit AI-generated code ruthlessly: avoid 3k-line print functions juggling AWS and agents.",[29,4180,4181],{},"Vibe code strategically—messy but ships; pair with auth fixes and fresh installs for reliability.",[29,4183,4184],{},"Build streamer tools like TTS sync for engaging lives; OBS + Discord window capture handles multi-cam.",[29,4186,4187],{},"Prioritize ergonomics (Kinesis) and health tracking (blood work) for sustained dev marathons.",[29,4189,4190,4191,4194],{},"Start SQL with ",[3919,4192,4193],{},"SELECT * FROM table;"," on sample data—explore payments\u002Fusers for app prototypes.",[29,4196,4197],{},"Gamify learning: points, quizzes, live peers accelerate mastery over passive videos.",{"title":177,"searchDepth":178,"depth":178,"links":4199},[4200,4201,4202,4203,4204],{"id":4089,"depth":178,"text":4090},{"id":4100,"depth":178,"text":4101},{"id":4121,"depth":178,"text":4122},{"id":4140,"depth":178,"text":4141},{"id":148,"depth":178,"text":149},[186],"https:\u002F\u002Ftwitch.tv\u002FThePrimeagen - I Stream on Twitch\n\nhttps:\u002F\u002Ftwitter.com\u002Fterminaldotshop - Want to order coffee over SSH?\nssh terminal.shop\n\nBecome Backend Dev: https:\u002F\u002Fboot.dev\u002Fprime\n(plus i make courses for them)\n\nThis is also the best way to support me is to support yourself becoming a better backend engineer.  \n\nGreat News?  Want me to research and create video????: https:\u002F\u002Fwww.reddit.com\u002Fr\u002FThePrimeagen\n\nKinesis Advantage 360: https:\u002F\u002Fbit.ly\u002FPrime-Kinesis",{},"\u002Fsummaries\u002F2d24128071ad89be-primeagen-s-live-sql-bootcamp-on-boot-dev-summary","2026-04-02 21:04:38","2026-04-03 21:18:15",{"title":4079,"description":4206},{"loc":4208},"2d24128071ad89be","The PrimeTime","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=-kaUOy29aPY","summaries\u002F2d24128071ad89be-primeagen-s-live-sql-bootcamp-on-boot-dev-summary",[4218,239,242],"coding","Casey Muratori live-streams boot.dev's SQL course, building a PayPal clone hands-on from SELECT basics, while roasting GitHub outages and AI code horrors.",[242],"-3yY3Lj3fFd4SaVF7HPWG0u-jn0wvojVIhVf5DIy-7c"]