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Pool",[1172,1318,1190],{"class":1182},[1172,1320,1193],{"class":1178},[1172,1322,1196],{"class":1182},[1172,1324,1325],{"class":1199},"pg",[1172,1327,1202],{"class":1182},[1172,1329,1331],{"class":1174,"line":1330},8,[1172,1332,1334],{"emptyLinePlaceholder":1333},true,"\n",[1172,1336,1338,1342,1345,1348,1351,1354,1357],{"class":1174,"line":1337},9,[1172,1339,1341],{"class":1340},"spNyl","const",[1172,1343,1344],{"class":1186}," db ",[1172,1346,1347],{"class":1182},"=",[1172,1349,1350],{"class":1178}," await",[1172,1352,1187],{"class":1353},"s2Zo4",[1172,1355,1356],{"class":1186},"(",[1172,1358,1359],{"class":1182},"{\n",[1172,1361,1363,1367,1370,1372,1374,1377,1380,1382,1385,1387,1389,1391,1394,1396,1399,1402,1404,1406,1409,1412,1415,1417,1420],{"class":1174,"line":1362},10,[1172,1364,1366],{"class":1365},"swJcz","  store",[1172,1368,1369],{"class":1182},":",[1172,1371,1296],{"class":1353},[1172,1373,1356],{"class":1186},[1172,1375,1376],{"class":1182},"{",[1172,1378,1379],{"class":1365}," client",[1172,1381,1369],{"class":1182},[1172,1383,1384],{"class":1182}," new",[1172,1386,1316],{"class":1353},[1172,1388,1356],{"class":1186},[1172,1390,1376],{"class":1182},[1172,1392,1393],{"class":1365}," connectionString",[1172,1395,1369],{"class":1182},[1172,1397,1398],{"class":1186}," process",[1172,1400,1401],{"class":1182},".",[1172,1403,183],{"class":1186},[1172,1405,1401],{"class":1182},[1172,1407,1408],{"class":1186},"DATABASE_URL ",[1172,1410,1411],{"class":1182},"}",[1172,1413,1414],{"class":1186},") ",[1172,1416,1411],{"class":1182},[1172,1418,1419],{"class":1186},")",[1172,1421,1422],{"class":1182},",\n",[1172,1424,1426,1429,1431,1433,1436,1439],{"class":1174,"line":1425},11,[1172,1427,1428],{"class":1365},"  user",[1172,1430,1369],{"class":1182},[1172,1432,1196],{"class":1182},[1172,1434,1435],{"class":1199},"analyst@example.com",[1172,1437,1438],{"class":1182},"'",[1172,1440,1422],{"class":1182},[1172,1442,1444,1447,1449,1451,1453,1455,1457,1460],{"class":1174,"line":1443},12,[1172,1445,1446],{"class":1365},"  secret",[1172,1448,1369],{"class":1182},[1172,1450,1398],{"class":1186},[1172,1452,1401],{"class":1182},[1172,1454,183],{"class":1186},[1172,1456,1401],{"class":1182},[1172,1458,1459],{"class":1186},"NOYDB_SECRET",[1172,1461,1462],{"class":1182},"!,\n",[1172,1464,1466],{"class":1174,"line":1465},13,[1172,1467,1334],{"emptyLinePlaceholder":1333},[1172,1469,1471,1474,1476,1478,1481],{"class":1174,"line":1470},14,[1172,1472,1473],{"class":1365},"  indexingStrategy",[1172,1475,1369],{"class":1182},[1172,1477,1212],{"class":1353},[1172,1479,1480],{"class":1186},"()",[1172,1482,1422],{"class":1182},[1172,1484,1486,1489,1491,1493,1495],{"class":1174,"line":1485},15,[1172,1487,1488],{"class":1365},"  reduceStrategy",[1172,1490,1369],{"class":1182},[1172,1492,1233],{"class":1353},[1172,1494,1480],{"class":1186},[1172,1496,1422],{"class":1182},[1172,1498,1500,1503,1505,1507,1509],{"class":1174,"line":1499},16,[1172,1501,1502],{"class":1365},"  lazyStrategy",[1172,1504,1369],{"class":1182},[1172,1506,1254],{"class":1353},[1172,1508,1480],{"class":1186},[1172,1510,1422],{"class":1182},[1172,1512,1514,1517,1519,1521,1523],{"class":1174,"line":1513},17,[1172,1515,1516],{"class":1365},"  sessionStrategy",[1172,1518,1369],{"class":1182},[1172,1520,1275],{"class":1353},[1172,1522,1480],{"class":1186},[1172,1524,1422],{"class":1182},[1172,1526,1528],{"class":1174,"line":1527},18,[1172,1529,1334],{"emptyLinePlaceholder":1333},[1172,1531,1533,1536,1538,1540,1543,1545,1549,1552,1555,1558],{"class":1174,"line":1532},19,[1172,1534,1535],{"class":1365},"  sessionPolicy",[1172,1537,1369],{"class":1182},[1172,1539,1183],{"class":1182},[1172,1541,1542],{"class":1365}," idleTimeoutMs",[1172,1544,1369],{"class":1182},[1172,1546,1548],{"class":1547},"sbssI"," 30",[1172,1550,1551],{"class":1182}," *",[1172,1553,1554],{"class":1547}," 60_000",[1172,1556,1557],{"class":1182}," },",[1172,1559,1561],{"class":1560},"sHwdD"," \u002F\u002F requires sessionStrategy\n",[1172,1563,1565,1567],{"class":1174,"line":1564},20,[1172,1566,1411],{"class":1182},[1172,1568,1569],{"class":1186},")\n",[1016,1571,1573],{"id":1572},"declare-indexes-and-references-up-front","Declare indexes and references up front",[941,1575,1576,1577,1580,1581,1584,1585,1401],{},"Indexes are declared as field names. References (",[953,1578,1579],{},"ref()",") declare a soft foreign key by naming the ",[944,1582,1583],{},"target collection"," — the declaration is what later powers ",[953,1586,990],{},[1163,1588,1590],{"className":1165,"code":1589,"language":1167,"meta":1168,"style":1168},"import { ref } from '@noy-db\u002Fhub'\n\ninterface Client {\n  id: string\n  name: string\n  segment: 'enterprise' | 'sme' | 'consumer'\n}\n\ninterface Invoice {\n  id: string\n  clientId: string\n  amount: number\n  status: 'draft' | 'open' | 'paid' | 'overdue'\n  date: string\n  region: 'EU' | 'US' | 'APAC'\n}\n\nconst vault = await db.openVault('reporting')\n\nconst clients = vault.collection\u003CClient>('clients')\n\nconst invoices = vault.collection\u003CInvoice>('invoices', {\n  indexes: ['clientId', 'status', 'date', 'region'],\n  refs: { clientId: ref('clients') },  \u002F\u002F FK by collection *name*\n})\n",[953,1591,1592,1611,1615,1627,1637,1646,1679,1684,1688,1697,1705,1714,1724,1765,1774,1806,1810,1814,1844,1848,1884,1889,1926,1976,2009],{"__ignoreMap":1168},[1172,1593,1594,1596,1598,1601,1603,1605,1607,1609],{"class":1174,"line":1175},[1172,1595,1179],{"class":1178},[1172,1597,1183],{"class":1182},[1172,1599,1600],{"class":1186}," ref",[1172,1602,1190],{"class":1182},[1172,1604,1193],{"class":1178},[1172,1606,1196],{"class":1182},[1172,1608,1013],{"class":1199},[1172,1610,1202],{"class":1182},[1172,1612,1613],{"class":1174,"line":1205},[1172,1614,1334],{"emptyLinePlaceholder":1333},[1172,1616,1617,1620,1624],{"class":1174,"line":1226},[1172,1618,1619],{"class":1340},"interface",[1172,1621,1623],{"class":1622},"sBMFI"," Client",[1172,1625,1626],{"class":1182}," {\n",[1172,1628,1629,1632,1634],{"class":1174,"line":1247},[1172,1630,1631],{"class":1365},"  id",[1172,1633,1369],{"class":1182},[1172,1635,1636],{"class":1622}," string\n",[1172,1638,1639,1642,1644],{"class":1174,"line":1268},[1172,1640,1641],{"class":1365},"  name",[1172,1643,1369],{"class":1182},[1172,1645,1636],{"class":1622},[1172,1647,1648,1651,1653,1655,1658,1660,1663,1665,1668,1670,1672,1674,1677],{"class":1174,"line":1289},[1172,1649,1650],{"class":1365},"  segment",[1172,1652,1369],{"class":1182},[1172,1654,1196],{"class":1182},[1172,1656,1657],{"class":1199},"enterprise",[1172,1659,1438],{"class":1182},[1172,1661,1662],{"class":1182}," |",[1172,1664,1196],{"class":1182},[1172,1666,1667],{"class":1199},"sme",[1172,1669,1438],{"class":1182},[1172,1671,1662],{"class":1182},[1172,1673,1196],{"class":1182},[1172,1675,1676],{"class":1199},"consumer",[1172,1678,1202],{"class":1182},[1172,1680,1681],{"class":1174,"line":1309},[1172,1682,1683],{"class":1182},"}\n",[1172,1685,1686],{"class":1174,"line":1330},[1172,1687,1334],{"emptyLinePlaceholder":1333},[1172,1689,1690,1692,1695],{"class":1174,"line":1337},[1172,1691,1619],{"class":1340},[1172,1693,1694],{"class":1622}," Invoice",[1172,1696,1626],{"class":1182},[1172,1698,1699,1701,1703],{"class":1174,"line":1362},[1172,1700,1631],{"class":1365},[1172,1702,1369],{"class":1182},[1172,1704,1636],{"class":1622},[1172,1706,1707,1710,1712],{"class":1174,"line":1425},[1172,1708,1709],{"class":1365},"  clientId",[1172,1711,1369],{"class":1182},[1172,1713,1636],{"class":1622},[1172,1715,1716,1719,1721],{"class":1174,"line":1443},[1172,1717,1718],{"class":1365},"  amount",[1172,1720,1369],{"class":1182},[1172,1722,1723],{"class":1622}," number\n",[1172,1725,1726,1729,1731,1733,1736,1738,1740,1742,1745,1747,1749,1751,1754,1756,1758,1760,1763],{"class":1174,"line":1465},[1172,1727,1728],{"class":1365},"  status",[1172,1730,1369],{"class":1182},[1172,1732,1196],{"class":1182},[1172,1734,1735],{"class":1199},"draft",[1172,1737,1438],{"class":1182},[1172,1739,1662],{"class":1182},[1172,1741,1196],{"class":1182},[1172,1743,1744],{"class":1199},"open",[1172,1746,1438],{"class":1182},[1172,1748,1662],{"class":1182},[1172,1750,1196],{"class":1182},[1172,1752,1753],{"class":1199},"paid",[1172,1755,1438],{"class":1182},[1172,1757,1662],{"class":1182},[1172,1759,1196],{"class":1182},[1172,1761,1762],{"class":1199},"overdue",[1172,1764,1202],{"class":1182},[1172,1766,1767,1770,1772],{"class":1174,"line":1470},[1172,1768,1769],{"class":1365},"  date",[1172,1771,1369],{"class":1182},[1172,1773,1636],{"class":1622},[1172,1775,1776,1779,1781,1783,1786,1788,1790,1792,1795,1797,1799,1801,1804],{"class":1174,"line":1485},[1172,1777,1778],{"class":1365},"  region",[1172,1780,1369],{"class":1182},[1172,1782,1196],{"class":1182},[1172,1784,1785],{"class":1199},"EU",[1172,1787,1438],{"class":1182},[1172,1789,1662],{"class":1182},[1172,1791,1196],{"class":1182},[1172,1793,1794],{"class":1199},"US",[1172,1796,1438],{"class":1182},[1172,1798,1662],{"class":1182},[1172,1800,1196],{"class":1182},[1172,1802,1803],{"class":1199},"APAC",[1172,1805,1202],{"class":1182},[1172,1807,1808],{"class":1174,"line":1499},[1172,1809,1683],{"class":1182},[1172,1811,1812],{"class":1174,"line":1513},[1172,1813,1334],{"emptyLinePlaceholder":1333},[1172,1815,1816,1818,1821,1823,1825,1828,1830,1833,1835,1837,1840,1842],{"class":1174,"line":1527},[1172,1817,1341],{"class":1340},[1172,1819,1820],{"class":1186}," vault ",[1172,1822,1347],{"class":1182},[1172,1824,1350],{"class":1178},[1172,1826,1827],{"class":1186}," db",[1172,1829,1401],{"class":1182},[1172,1831,1832],{"class":1353},"openVault",[1172,1834,1356],{"class":1186},[1172,1836,1438],{"class":1182},[1172,1838,1839],{"class":1199},"reporting",[1172,1841,1438],{"class":1182},[1172,1843,1569],{"class":1186},[1172,1845,1846],{"class":1174,"line":1532},[1172,1847,1334],{"emptyLinePlaceholder":1333},[1172,1849,1850,1852,1855,1857,1860,1862,1865,1868,1870,1873,1875,1877,1880,1882],{"class":1174,"line":1564},[1172,1851,1341],{"class":1340},[1172,1853,1854],{"class":1186}," clients ",[1172,1856,1347],{"class":1182},[1172,1858,1859],{"class":1186}," vault",[1172,1861,1401],{"class":1182},[1172,1863,1864],{"class":1353},"collection",[1172,1866,1867],{"class":1182},"\u003C",[1172,1869,1160],{"class":1622},[1172,1871,1872],{"class":1182},">",[1172,1874,1356],{"class":1186},[1172,1876,1438],{"class":1182},[1172,1878,1879],{"class":1199},"clients",[1172,1881,1438],{"class":1182},[1172,1883,1569],{"class":1186},[1172,1885,1887],{"class":1174,"line":1886},21,[1172,1888,1334],{"emptyLinePlaceholder":1333},[1172,1890,1892,1894,1897,1899,1901,1903,1905,1907,1910,1912,1914,1916,1919,1921,1924],{"class":1174,"line":1891},22,[1172,1893,1341],{"class":1340},[1172,1895,1896],{"class":1186}," invoices ",[1172,1898,1347],{"class":1182},[1172,1900,1859],{"class":1186},[1172,1902,1401],{"class":1182},[1172,1904,1864],{"class":1353},[1172,1906,1867],{"class":1182},[1172,1908,1909],{"class":1622},"Invoice",[1172,1911,1872],{"class":1182},[1172,1913,1356],{"class":1186},[1172,1915,1438],{"class":1182},[1172,1917,1918],{"class":1199},"invoices",[1172,1920,1438],{"class":1182},[1172,1922,1923],{"class":1182},",",[1172,1925,1626],{"class":1182},[1172,1927,1929,1932,1934,1937,1939,1942,1944,1946,1948,1951,1953,1955,1957,1960,1962,1964,1966,1969,1971,1974],{"class":1174,"line":1928},23,[1172,1930,1931],{"class":1365},"  indexes",[1172,1933,1369],{"class":1182},[1172,1935,1936],{"class":1186}," [",[1172,1938,1438],{"class":1182},[1172,1940,1941],{"class":1199},"clientId",[1172,1943,1438],{"class":1182},[1172,1945,1923],{"class":1182},[1172,1947,1196],{"class":1182},[1172,1949,1950],{"class":1199},"status",[1172,1952,1438],{"class":1182},[1172,1954,1923],{"class":1182},[1172,1956,1196],{"class":1182},[1172,1958,1959],{"class":1199},"date",[1172,1961,1438],{"class":1182},[1172,1963,1923],{"class":1182},[1172,1965,1196],{"class":1182},[1172,1967,1968],{"class":1199},"region",[1172,1970,1438],{"class":1182},[1172,1972,1973],{"class":1186},"]",[1172,1975,1422],{"class":1182},[1172,1977,1979,1982,1984,1986,1989,1991,1993,1995,1997,1999,2001,2003,2006],{"class":1174,"line":1978},24,[1172,1980,1981],{"class":1365},"  refs",[1172,1983,1369],{"class":1182},[1172,1985,1183],{"class":1182},[1172,1987,1988],{"class":1365}," clientId",[1172,1990,1369],{"class":1182},[1172,1992,1600],{"class":1353},[1172,1994,1356],{"class":1186},[1172,1996,1438],{"class":1182},[1172,1998,1879],{"class":1199},[1172,2000,1438],{"class":1182},[1172,2002,1414],{"class":1186},[1172,2004,2005],{"class":1182},"},",[1172,2007,2008],{"class":1560},"  \u002F\u002F FK by collection *name*\n",[1172,2010,2012,2014],{"class":1174,"line":2011},25,[1172,2013,1411],{"class":1182},[1172,2015,1569],{"class":1186},[941,2017,2018],{},"A small seed so the outputs below are concrete:",[1163,2020,2022],{"className":1165,"code":2021,"language":1167,"meta":1168,"style":1168},"await clients.put('c1', { id: 'c1', name: 'Acme',  segment: 'enterprise' })\nawait clients.put('c2', { id: 'c2', name: 'Bevco', segment: 'sme' })\nawait clients.put('c3', { id: 'c3', name: 'Cosmo', segment: 'consumer' })\n\nawait invoices.put('i1', { id: 'i1', clientId: 'c1', amount: 1000, status: 'paid',    date: '2026-05-02', region: 'EU'   })\nawait invoices.put('i2', { id: 'i2', clientId: 'c1', amount: 2500, status: 'paid',    date: '2026-06-14', region: 'EU'   })\nawait invoices.put('i3', { id: 'i3', clientId: 'c2', amount:  500, status: 'paid',    date: '2026-06-20', region: 'US'   })\nawait invoices.put('i4', { id: 'i4', clientId: 'c2', amount:  300, status: 'open',    date: '2026-06-28', region: 'US'   })\nawait invoices.put('i5', { id: 'i5', clientId: 'c3', amount:  100, status: 'overdue', date: '2026-04-30', region: 'APAC' })\nawait invoices.put('i6', { id: 'i6', clientId: 'c1', amount:  900, status: 'paid',    date: '2026-07-01', region: 'APAC' })\n",[953,2023,2024,2091,2154,2216,2220,2321,2416,2511,2606,2702],{"__ignoreMap":1168},[1172,2025,2026,2029,2032,2034,2037,2039,2041,2044,2046,2048,2050,2053,2055,2057,2059,2061,2063,2066,2068,2070,2073,2075,2077,2079,2081,2083,2085,2087,2089],{"class":1174,"line":1175},[1172,2027,2028],{"class":1178},"await",[1172,2030,2031],{"class":1186}," clients",[1172,2033,1401],{"class":1182},[1172,2035,2036],{"class":1353},"put",[1172,2038,1356],{"class":1186},[1172,2040,1438],{"class":1182},[1172,2042,2043],{"class":1199},"c1",[1172,2045,1438],{"class":1182},[1172,2047,1923],{"class":1182},[1172,2049,1183],{"class":1182},[1172,2051,2052],{"class":1365}," id",[1172,2054,1369],{"class":1182},[1172,2056,1196],{"class":1182},[1172,2058,2043],{"class":1199},[1172,2060,1438],{"class":1182},[1172,2062,1923],{"class":1182},[1172,2064,2065],{"class":1365}," 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}",[1172,2320,1569],{"class":1186},[1172,2322,2323,2325,2327,2329,2331,2333,2335,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2398,2400,2402,2404,2406,2408,2410,2412,2414],{"class":1174,"line":1289},[1172,2324,2028],{"class":1178},[1172,2326,2226],{"class":1186},[1172,2328,1401],{"class":1182},[1172,2330,2036],{"class":1353},[1172,2332,1356],{"class":1186},[1172,2334,1438],{"class":1182},[1172,2336,2337],{"class":1199},"i2",[1172,2339,1438],{"class":1182},[1172,2341,1923],{"class":1182},[1172,2343,1183],{"class":1182},[1172,2345,2052],{"class":1365},[1172,2347,1369],{"class":1182},[1172,2349,1196],{"class":1182},[1172,2351,2337],{"class":1199},[1172,2353,1438],{"class":1182},[1172,2355,1923],{"class":1182},[1172,2357,1988],{"class":1365},[1172,2359,1369],{"class":1182},[1172,2361,1196],{"class":1182},[1172,2363,2043],{"class":1199},[1172,2365,1438],{"class":1182},[1172,2367,1923],{"class":1182},[1172,2369,2270],{"class":1365},[1172,2371,1369],{"class":1182},[1172,2373,2374],{"class":1547}," 2500",[1172,2376,1923],{"class":1182},[1172,2378,2280],{"class":1365},[1172,2380,1369],{"class":1182},[1172,2382,1196],{"class":1182},[1172,2384,1753],{"class":1199},[1172,2386,1438],{"class":1182},[1172,2388,1923],{"class":1182},[1172,2390,2293],{"class":1365},[1172,2392,1369],{"class":1182},[1172,2394,1196],{"class":1182},[1172,2396,2397],{"class":1199},"2026-06-14",[1172,2399,1438],{"class":1182},[1172,2401,1923],{"class":1182},[1172,2403,2307],{"class":1365},[1172,2405,1369],{"class":1182},[1172,2407,1196],{"class":1182},[1172,2409,1785],{"class":1199},[1172,2411,1438],{"class":1182},[1172,2413,2318],{"class":1182},[1172,2415,1569],{"class":1186},[1172,2417,2418,2420,2422,2424,2426,2428,2430,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2493,2495,2497,2499,2501,2503,2505,2507,2509],{"class":1174,"line":1309},[1172,2419,2028],{"class":1178},[1172,2421,2226],{"class":1186},[1172,2423,1401],{"class":1182},[1172,2425,2036],{"class":1353},[1172,2427,1356],{"class":1186},[1172,2429,1438],{"class":1182},[1172,2431,2432],{"class":1199},"i3",[1172,2434,1438],{"class":1182},[1172,2436,1923],{"class":1182},[1172,2438,1183],{"class":1182},[1172,2440,2052],{"class":1365},[1172,2442,1369],{"class":1182},[1172,2444,1196],{"class":1182},[1172,2446,2432],{"class":1199},[1172,2448,1438],{"class":1182},[1172,2450,1923],{"class":1182},[1172,2452,1988],{"class":1365},[1172,2454,1369],{"class":1182},[1172,2456,1196],{"class":1182},[1172,2458,2107],{"class":1199},[1172,2460,1438],{"class":1182},[1172,2462,1923],{"class":1182},[1172,2464,2270],{"class":1365},[1172,2466,1369],{"class":1182},[1172,2468,2469],{"class":1547}," 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date",[1172,2678,1369],{"class":1182},[1172,2680,1196],{"class":1182},[1172,2682,2683],{"class":1199},"2026-04-30",[1172,2685,1438],{"class":1182},[1172,2687,1923],{"class":1182},[1172,2689,2307],{"class":1365},[1172,2691,1369],{"class":1182},[1172,2693,1196],{"class":1182},[1172,2695,1803],{"class":1199},[1172,2697,1438],{"class":1182},[1172,2699,1190],{"class":1182},[1172,2701,1569],{"class":1186},[1172,2703,2704,2706,2708,2710,2712,2714,2716,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2779,2781,2783,2785,2787,2789,2791,2793,2795],{"class":1174,"line":1362},[1172,2705,2028],{"class":1178},[1172,2707,2226],{"class":1186},[1172,2709,1401],{"class":1182},[1172,2711,2036],{"class":1353},[1172,2713,1356],{"class":1186},[1172,2715,1438],{"class":1182},[1172,2717,2718],{"class":1199},"i6",[1172,2720,1438],{"class":1182},[1172,2722,1923],{"class":1182},[1172,2724,1183],{"class":1182},[1172,2726,2052],{"class":1365},[1172,2728,1369],{"class":1182},[1172,2730,1196],{"class":1182},[1172,2732,2718],{"class":1199},[1172,2734,1438],{"class":1182},[1172,2736,1923],{"class":1182},[1172,2738,1988],{"class":1365},[1172,2740,1369],{"class":1182},[1172,2742,1196],{"class":1182},[1172,2744,2043],{"class":1199},[1172,2746,1438],{"class":1182},[1172,2748,1923],{"class":1182},[1172,2750,2270],{"class":1365},[1172,2752,1369],{"class":1182},[1172,2754,2755],{"class":1547},"  900",[1172,2757,1923],{"class":1182},[1172,2759,2280],{"class":1365},[1172,2761,1369],{"class":1182},[1172,2763,1196],{"class":1182},[1172,2765,1753],{"class":1199},[1172,2767,1438],{"class":1182},[1172,2769,1923],{"class":1182},[1172,2771,2293],{"class":1365},[1172,2773,1369],{"class":1182},[1172,2775,1196],{"class":1182},[1172,2777,2778],{"class":1199},"2026-07-01",[1172,2780,1438],{"class":1182},[1172,2782,1923],{"class":1182},[1172,2784,2307],{"class":1365},[1172,2786,1369],{"class":1182},[1172,2788,1196],{"class":1182},[1172,2790,1803],{"class":1199},[1172,2792,1438],{"class":1182},[1172,2794,1190],{"class":1182},[1172,2796,1569],{"class":1186},[1016,2798,2800],{"id":2799},"filter-fast","Filter fast",[941,2802,2803,2804,2807,2808,2810,2811,1054,2813,2815],{},"In the default (eager) mode the whole collection is decrypted into memory on first access, and ",[953,2805,2806],{},"query()"," terminals are synchronous. With ",[953,2809,955],{}," enabled, ",[953,2812,979],{},[953,2814,1057],{}," predicates on declared fields dispatch through a hash index instead of a linear scan.",[1163,2817,2819],{"className":1165,"code":2818,"language":1167,"meta":1168,"style":1168},"const overdue = invoices.query()\n  .where('status', '==', 'overdue')\n  .orderBy('date', 'desc')\n  .toArray()\n",[953,2820,2821,2840,2874,2900],{"__ignoreMap":1168},[1172,2822,2823,2825,2828,2830,2832,2834,2837],{"class":1174,"line":1175},[1172,2824,1341],{"class":1340},[1172,2826,2827],{"class":1186}," overdue ",[1172,2829,1347],{"class":1182},[1172,2831,2226],{"class":1186},[1172,2833,1401],{"class":1182},[1172,2835,2836],{"class":1353},"query",[1172,2838,2839],{"class":1186},"()\n",[1172,2841,2842,2845,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872],{"class":1174,"line":1205},[1172,2843,2844],{"class":1182},"  .",[1172,2846,2847],{"class":1353},"where",[1172,2849,1356],{"class":1186},[1172,2851,1438],{"class":1182},[1172,2853,1950],{"class":1199},[1172,2855,1438],{"class":1182},[1172,2857,1923],{"class":1182},[1172,2859,1196],{"class":1182},[1172,2861,979],{"class":1199},[1172,2863,1438],{"class":1182},[1172,2865,1923],{"class":1182},[1172,2867,1196],{"class":1182},[1172,2869,1762],{"class":1199},[1172,2871,1438],{"class":1182},[1172,2873,1569],{"class":1186},[1172,2875,2876,2878,2881,2883,2885,2887,2889,2891,2893,2896,2898],{"class":1174,"line":1226},[1172,2877,2844],{"class":1182},[1172,2879,2880],{"class":1353},"orderBy",[1172,2882,1356],{"class":1186},[1172,2884,1438],{"class":1182},[1172,2886,1959],{"class":1199},[1172,2888,1438],{"class":1182},[1172,2890,1923],{"class":1182},[1172,2892,1196],{"class":1182},[1172,2894,2895],{"class":1199},"desc",[1172,2897,1438],{"class":1182},[1172,2899,1569],{"class":1186},[1172,2901,2902,2904,2907],{"class":1174,"line":1247},[1172,2903,2844],{"class":1182},[1172,2905,2906],{"class":1353},"toArray",[1172,2908,2839],{"class":1186},[1163,2910,2913],{"className":2911,"code":2912,"language":141,"meta":1168,"style":1168},"language-json shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","[\n  { \"id\": \"i5\", \"clientId\": \"c3\", \"amount\": 100, \"status\": \"overdue\", \"date\": \"2026-04-30\", \"region\": \"APAC\" }\n]\n",[953,2914,2915,2920,3023],{"__ignoreMap":1168},[1172,2916,2917],{"class":1174,"line":1175},[1172,2918,2919],{"class":1182},"[\n",[1172,2921,2922,2925,2928,2931,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2965,2967,2969,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020],{"class":1174,"line":1205},[1172,2923,2924],{"class":1182},"  {",[1172,2926,2927],{"class":1182}," \"",[1172,2929,2930],{"class":1340},"id",[1172,2932,2933],{"class":1182},"\"",[1172,2935,1369],{"class":1182},[1172,2937,2927],{"class":1182},[1172,2939,2622],{"class":1199},[1172,2941,2933],{"class":1182},[1172,2943,1923],{"class":1182},[1172,2945,2927],{"class":1182},[1172,2947,1941],{"class":1340},[1172,2949,2933],{"class":1182},[1172,2951,1369],{"class":1182},[1172,2953,2927],{"class":1182},[1172,2955,2170],{"class":1199},[1172,2957,2933],{"class":1182},[1172,2959,1923],{"class":1182},[1172,2961,2927],{"class":1182},[1172,2963,2964],{"class":1340},"amount",[1172,2966,2933],{"class":1182},[1172,2968,1369],{"class":1182},[1172,2970,2971],{"class":1547}," 100",[1172,2973,1923],{"class":1182},[1172,2975,2927],{"class":1182},[1172,2977,1950],{"class":1340},[1172,2979,2933],{"class":1182},[1172,2981,1369],{"class":1182},[1172,2983,2927],{"class":1182},[1172,2985,1762],{"class":1199},[1172,2987,2933],{"class":1182},[1172,2989,1923],{"class":1182},[1172,2991,2927],{"class":1182},[1172,2993,1959],{"class":1340},[1172,2995,2933],{"class":1182},[1172,2997,1369],{"class":1182},[1172,2999,2927],{"class":1182},[1172,3001,2683],{"class":1199},[1172,3003,2933],{"class":1182},[1172,3005,1923],{"class":1182},[1172,3007,2927],{"class":1182},[1172,3009,1968],{"class":1340},[1172,3011,2933],{"class":1182},[1172,3013,1369],{"class":1182},[1172,3015,2927],{"class":1182},[1172,3017,1803],{"class":1199},[1172,3019,2933],{"class":1182},[1172,3021,3022],{"class":1182}," }\n",[1172,3024,3025],{"class":1174,"line":1226},[1172,3026,3027],{"class":1182},"]\n",[1016,3029,3031],{"id":3030},"join-across-collections","Join across collections",[941,3033,3034,3037,3038,3040],{},[953,3035,3036],{},".join(field, { as })"," attaches the referenced record under an alias. It requires the ",[953,3039,1579],{}," declaration from above and is projection-only — it enriches rows, it never filters them.",[1163,3042,3044],{"className":1165,"code":3043,"language":1167,"meta":1168,"style":1168},"const enriched = invoices.query()\n  .where('status', '==', 'paid')\n  .join('clientId', { as: 'client' })\n  .toArray()\n",[953,3045,3046,3063,3095,3130],{"__ignoreMap":1168},[1172,3047,3048,3050,3053,3055,3057,3059,3061],{"class":1174,"line":1175},[1172,3049,1341],{"class":1340},[1172,3051,3052],{"class":1186}," enriched ",[1172,3054,1347],{"class":1182},[1172,3056,2226],{"class":1186},[1172,3058,1401],{"class":1182},[1172,3060,2836],{"class":1353},[1172,3062,2839],{"class":1186},[1172,3064,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093],{"class":1174,"line":1205},[1172,3066,2844],{"class":1182},[1172,3068,2847],{"class":1353},[1172,3070,1356],{"class":1186},[1172,3072,1438],{"class":1182},[1172,3074,1950],{"class":1199},[1172,3076,1438],{"class":1182},[1172,3078,1923],{"class":1182},[1172,3080,1196],{"class":1182},[1172,3082,979],{"class":1199},[1172,3084,1438],{"class":1182},[1172,3086,1923],{"class":1182},[1172,3088,1196],{"class":1182},[1172,3090,1753],{"class":1199},[1172,3092,1438],{"class":1182},[1172,3094,1569],{"class":1186},[1172,3096,3097,3099,3102,3104,3106,3108,3110,3112,3114,3117,3119,3121,3124,3126,3128],{"class":1174,"line":1226},[1172,3098,2844],{"class":1182},[1172,3100,3101],{"class":1353},"join",[1172,3103,1356],{"class":1186},[1172,3105,1438],{"class":1182},[1172,3107,1941],{"class":1199},[1172,3109,1438],{"class":1182},[1172,3111,1923],{"class":1182},[1172,3113,1183],{"class":1182},[1172,3115,3116],{"class":1365}," as",[1172,3118,1369],{"class":1182},[1172,3120,1196],{"class":1182},[1172,3122,3123],{"class":1199},"client",[1172,3125,1438],{"class":1182},[1172,3127,1190],{"class":1182},[1172,3129,1569],{"class":1186},[1172,3131,3132,3134,3136],{"class":1174,"line":1247},[1172,3133,2844],{"class":1182},[1172,3135,2906],{"class":1353},[1172,3137,2839],{"class":1186},[1163,3139,3141],{"className":2911,"code":3140,"language":141,"meta":1168,"style":1168},"[\n  {\n    \"id\": \"i1\", \"clientId\": \"c1\", \"amount\": 1000, \"status\": \"paid\",\n    \"date\": \"2026-05-02\", \"region\": \"EU\",\n    \"client\": { \"id\": \"c1\", \"name\": \"Acme\", \"segment\": \"enterprise\" }\n  },\n  { \"…\": \"3 more rows (i2, i3, i6), each carrying its joined client record\" }\n]\n",[953,3142,3143,3147,3152,3215,3249,3311,3316,3338],{"__ignoreMap":1168},[1172,3144,3145],{"class":1174,"line":1175},[1172,3146,2919],{"class":1182},[1172,3148,3149],{"class":1174,"line":1205},[1172,3150,3151],{"class":1182},"  {\n",[1172,3153,3154,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213],{"class":1174,"line":1226},[1172,3155,3156],{"class":1182},"    \"",[1172,3158,2930],{"class":1340},[1172,3160,2933],{"class":1182},[1172,3162,1369],{"class":1182},[1172,3164,2927],{"class":1182},[1172,3166,2237],{"class":1199},[1172,3168,2933],{"class":1182},[1172,3170,1923],{"class":1182},[1172,3172,2927],{"class":1182},[1172,3174,1941],{"class":1340},[1172,3176,2933],{"class":1182},[1172,3178,1369],{"class":1182},[1172,3180,2927],{"class":1182},[1172,3182,2043],{"class":1199},[1172,3184,2933],{"class":1182},[1172,3186,1923],{"class":1182},[1172,3188,2927],{"class":1182},[1172,3190,2964],{"class":1340},[1172,3192,2933],{"class":1182},[1172,3194,1369],{"class":1182},[1172,3196,2275],{"class":1547},[1172,3198,1923],{"class":1182},[1172,3200,2927],{"class":1182},[1172,3202,1950],{"class":1340},[1172,3204,2933],{"class":1182},[1172,3206,1369],{"class":1182},[1172,3208,2927],{"class":1182},[1172,3210,1753],{"class":1199},[1172,3212,2933],{"class":1182},[1172,3214,1422],{"class":1182},[1172,3216,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247],{"class":1174,"line":1247},[1172,3218,3156],{"class":1182},[1172,3220,1959],{"class":1340},[1172,3222,2933],{"class":1182},[1172,3224,1369],{"class":1182},[1172,3226,2927],{"class":1182},[1172,3228,2300],{"class":1199},[1172,3230,2933],{"class":1182},[1172,3232,1923],{"class":1182},[1172,3234,2927],{"class":1182},[1172,3236,1968],{"class":1340},[1172,3238,2933],{"class":1182},[1172,3240,1369],{"class":1182},[1172,3242,2927],{"class":1182},[1172,3244,1785],{"class":1199},[1172,3246,2933],{"class":1182},[1172,3248,1422],{"class":1182},[1172,3250,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3282,3284,3286,3288,3290,3292,3294,3296,3299,3301,3303,3305,3307,3309],{"class":1174,"line":1268},[1172,3252,3156],{"class":1182},[1172,3254,3123],{"class":1340},[1172,3256,2933],{"class":1182},[1172,3258,1369],{"class":1182},[1172,3260,1183],{"class":1182},[1172,3262,2927],{"class":1182},[1172,3264,2930],{"class":1622},[1172,3266,2933],{"class":1182},[1172,3268,1369],{"class":1182},[1172,3270,2927],{"class":1182},[1172,3272,2043],{"class":1199},[1172,3274,2933],{"class":1182},[1172,3276,1923],{"class":1182},[1172,3278,2927],{"class":1182},[1172,3280,3281],{"class":1622},"name",[1172,3283,2933],{"class":1182},[1172,3285,1369],{"class":1182},[1172,3287,2927],{"class":1182},[1172,3289,2072],{"class":1199},[1172,3291,2933],{"class":1182},[1172,3293,1923],{"class":1182},[1172,3295,2927],{"class":1182},[1172,3297,3298],{"class":1622},"segment",[1172,3300,2933],{"class":1182},[1172,3302,1369],{"class":1182},[1172,3304,2927],{"class":1182},[1172,3306,1657],{"class":1199},[1172,3308,2933],{"class":1182},[1172,3310,3022],{"class":1182},[1172,3312,3313],{"class":1174,"line":1289},[1172,3314,3315],{"class":1182},"  },\n",[1172,3317,3318,3320,3322,3325,3327,3329,3331,3334,3336],{"class":1174,"line":1309},[1172,3319,2924],{"class":1182},[1172,3321,2927],{"class":1182},[1172,3323,3324],{"class":1340},"…",[1172,3326,2933],{"class":1182},[1172,3328,1369],{"class":1182},[1172,3330,2927],{"class":1182},[1172,3332,3333],{"class":1199},"3 more rows (i2, i3, i6), each carrying its joined client record",[1172,3335,2933],{"class":1182},[1172,3337,3022],{"class":1182},[1172,3339,3340],{"class":1174,"line":1330},[1172,3341,3027],{"class":1182},[941,3343,3344,3345,3347,3348,3350],{},"The join strategy is automatic: nested-loop when the target collection exposes its built-in primary-key lookup (the normal case for any ",[953,3346,103],{}," target — O(1) per row via the collection's own id map, unrelated to whether ",[953,3349,955],{}," declares an index on the join field), falling back to hash join only for custom query sources that don't expose that lookup.",[1016,3352,3354],{"id":3353},"aggregates-per-group","Aggregates per group",[941,3356,3357,3360,3361,3364,3365,3368],{},[953,3358,3359],{},".groupBy(field)"," buckets the matching records, then ",[953,3362,3363],{},".aggregate(spec)"," computes named reducers per bucket. ",[953,3366,3367],{},".run()"," returns the rows synchronously; each row carries the group key under the grouping field's own name plus every reducer output.",[1163,3370,3372],{"className":1165,"code":3371,"language":1167,"meta":1168,"style":1168},"import { sum, avg, count } from '@noy-db\u002Fhub\u002Freduce'\n\nconst byRegion = invoices.query()\n  .where('status', '==', 'paid')\n  .groupBy('region')\n  .aggregate({\n    total: sum('amount'),\n    avg: avg('amount'),\n    n: count(),\n  })\n  .run()\n",[953,3373,3374,3403,3407,3424,3456,3473,3484,3505,3526,3539,3546],{"__ignoreMap":1168},[1172,3375,3376,3378,3380,3383,3385,3388,3390,3393,3395,3397,3399,3401],{"class":1174,"line":1175},[1172,3377,1179],{"class":1178},[1172,3379,1183],{"class":1182},[1172,3381,3382],{"class":1186}," sum",[1172,3384,1923],{"class":1182},[1172,3386,3387],{"class":1186}," avg",[1172,3389,1923],{"class":1182},[1172,3391,3392],{"class":1186}," count",[1172,3394,1190],{"class":1182},[1172,3396,1193],{"class":1178},[1172,3398,1196],{"class":1182},[1172,3400,1242],{"class":1199},[1172,3402,1202],{"class":1182},[1172,3404,3405],{"class":1174,"line":1205},[1172,3406,1334],{"emptyLinePlaceholder":1333},[1172,3408,3409,3411,3414,3416,3418,3420,3422],{"class":1174,"line":1226},[1172,3410,1341],{"class":1340},[1172,3412,3413],{"class":1186}," byRegion ",[1172,3415,1347],{"class":1182},[1172,3417,2226],{"class":1186},[1172,3419,1401],{"class":1182},[1172,3421,2836],{"class":1353},[1172,3423,2839],{"class":1186},[1172,3425,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454],{"class":1174,"line":1247},[1172,3427,2844],{"class":1182},[1172,3429,2847],{"class":1353},[1172,3431,1356],{"class":1186},[1172,3433,1438],{"class":1182},[1172,3435,1950],{"class":1199},[1172,3437,1438],{"class":1182},[1172,3439,1923],{"class":1182},[1172,3441,1196],{"class":1182},[1172,3443,979],{"class":1199},[1172,3445,1438],{"class":1182},[1172,3447,1923],{"class":1182},[1172,3449,1196],{"class":1182},[1172,3451,1753],{"class":1199},[1172,3453,1438],{"class":1182},[1172,3455,1569],{"class":1186},[1172,3457,3458,3460,3463,3465,3467,3469,3471],{"class":1174,"line":1268},[1172,3459,2844],{"class":1182},[1172,3461,3462],{"class":1353},"groupBy",[1172,3464,1356],{"class":1186},[1172,3466,1438],{"class":1182},[1172,3468,1968],{"class":1199},[1172,3470,1438],{"class":1182},[1172,3472,1569],{"class":1186},[1172,3474,3475,3477,3480,3482],{"class":1174,"line":1289},[1172,3476,2844],{"class":1182},[1172,3478,3479],{"class":1353},"aggregate",[1172,3481,1356],{"class":1186},[1172,3483,1359],{"class":1182},[1172,3485,3486,3489,3491,3493,3495,3497,3499,3501,3503],{"class":1174,"line":1309},[1172,3487,3488],{"class":1365},"    total",[1172,3490,1369],{"class":1182},[1172,3492,3382],{"class":1353},[1172,3494,1356],{"class":1186},[1172,3496,1438],{"class":1182},[1172,3498,2964],{"class":1199},[1172,3500,1438],{"class":1182},[1172,3502,1419],{"class":1186},[1172,3504,1422],{"class":1182},[1172,3506,3507,3510,3512,3514,3516,3518,3520,3522,3524],{"class":1174,"line":1330},[1172,3508,3509],{"class":1365},"    avg",[1172,3511,1369],{"class":1182},[1172,3513,3387],{"class":1353},[1172,3515,1356],{"class":1186},[1172,3517,1438],{"class":1182},[1172,3519,2964],{"class":1199},[1172,3521,1438],{"class":1182},[1172,3523,1419],{"class":1186},[1172,3525,1422],{"class":1182},[1172,3527,3528,3531,3533,3535,3537],{"class":1174,"line":1337},[1172,3529,3530],{"class":1365},"    n",[1172,3532,1369],{"class":1182},[1172,3534,3392],{"class":1353},[1172,3536,1480],{"class":1186},[1172,3538,1422],{"class":1182},[1172,3540,3541,3544],{"class":1174,"line":1362},[1172,3542,3543],{"class":1182},"  }",[1172,3545,1569],{"class":1186},[1172,3547,3548,3550,3553],{"class":1174,"line":1425},[1172,3549,2844],{"class":1182},[1172,3551,3552],{"class":1353},"run",[1172,3554,2839],{"class":1186},[1163,3556,3558],{"className":2911,"code":3557,"language":141,"meta":1168,"style":1168},"[\n  { \"region\": \"EU\",   \"total\": 3500, \"avg\": 1750, \"n\": 2 },\n  { \"region\": \"US\",   \"total\": 500,  \"avg\": 500,  \"n\": 1 },\n  { \"region\": \"APAC\", \"total\": 900,  \"avg\": 900,  \"n\": 1 }\n]\n",[953,3559,3560,3564,3627,3686,3743],{"__ignoreMap":1168},[1172,3561,3562],{"class":1174,"line":1175},[1172,3563,2919],{"class":1182},[1172,3565,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3587,3590,3592,3594,3597,3599,3601,3603,3605,3607,3610,3612,3614,3617,3619,3621,3624],{"class":1174,"line":1205},[1172,3567,2924],{"class":1182},[1172,3569,2927],{"class":1182},[1172,3571,1968],{"class":1340},[1172,3573,2933],{"class":1182},[1172,3575,1369],{"class":1182},[1172,3577,2927],{"class":1182},[1172,3579,1785],{"class":1199},[1172,3581,2933],{"class":1182},[1172,3583,1923],{"class":1182},[1172,3585,3586],{"class":1182},"   \"",[1172,3588,3589],{"class":1340},"total",[1172,3591,2933],{"class":1182},[1172,3593,1369],{"class":1182},[1172,3595,3596],{"class":1547}," 3500",[1172,3598,1923],{"class":1182},[1172,3600,2927],{"class":1182},[1172,3602,1082],{"class":1340},[1172,3604,2933],{"class":1182},[1172,3606,1369],{"class":1182},[1172,3608,3609],{"class":1547}," 1750",[1172,3611,1923],{"class":1182},[1172,3613,2927],{"class":1182},[1172,3615,3616],{"class":1340},"n",[1172,3618,2933],{"class":1182},[1172,3620,1369],{"class":1182},[1172,3622,3623],{"class":1547}," 2",[1172,3625,3626],{"class":1182}," },\n",[1172,3628,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3658,3660,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3684],{"class":1174,"line":1226},[1172,3630,2924],{"class":1182},[1172,3632,2927],{"class":1182},[1172,3634,1968],{"class":1340},[1172,3636,2933],{"class":1182},[1172,3638,1369],{"class":1182},[1172,3640,2927],{"class":1182},[1172,3642,1794],{"class":1199},[1172,3644,2933],{"class":1182},[1172,3646,1923],{"class":1182},[1172,3648,3586],{"class":1182},[1172,3650,3589],{"class":1340},[1172,3652,2933],{"class":1182},[1172,3654,1369],{"class":1182},[1172,3656,3657],{"class":1547}," 500",[1172,3659,1923],{"class":1182},[1172,3661,3662],{"class":1182},"  \"",[1172,3664,1082],{"class":1340},[1172,3666,2933],{"class":1182},[1172,3668,1369],{"class":1182},[1172,3670,3657],{"class":1547},[1172,3672,1923],{"class":1182},[1172,3674,3662],{"class":1182},[1172,3676,3616],{"class":1340},[1172,3678,2933],{"class":1182},[1172,3680,1369],{"class":1182},[1172,3682,3683],{"class":1547}," 1",[1172,3685,3626],{"class":1182},[1172,3687,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741],{"class":1174,"line":1247},[1172,3689,2924],{"class":1182},[1172,3691,2927],{"class":1182},[1172,3693,1968],{"class":1340},[1172,3695,2933],{"class":1182},[1172,3697,1369],{"class":1182},[1172,3699,2927],{"class":1182},[1172,3701,1803],{"class":1199},[1172,3703,2933],{"class":1182},[1172,3705,1923],{"class":1182},[1172,3707,2927],{"class":1182},[1172,3709,3589],{"class":1340},[1172,3711,2933],{"class":1182},[1172,3713,1369],{"class":1182},[1172,3715,3716],{"class":1547}," 900",[1172,3718,1923],{"class":1182},[1172,3720,3662],{"class":1182},[1172,3722,1082],{"class":1340},[1172,3724,2933],{"class":1182},[1172,3726,1369],{"class":1182},[1172,3728,3716],{"class":1547},[1172,3730,1923],{"class":1182},[1172,3732,3662],{"class":1182},[1172,3734,3616],{"class":1340},[1172,3736,2933],{"class":1182},[1172,3738,1369],{"class":1182},[1172,3740,3683],{"class":1547},[1172,3742,3022],{"class":1182},[1172,3744,3745],{"class":1174,"line":1268},[1172,3746,3027],{"class":1182},[941,3748,3749,3750,3752,3753,3756,3757,3760],{},"For a dashboard that stays current, the same ",[953,3751,3363],{}," wrapper also exposes ",[953,3754,3755],{},".live()",", which re-runs the reduction whenever the underlying data changes (call ",[953,3758,3759],{},".stop()"," on the handle when done).",[1016,3762,3764],{"id":3763},"streaming-aggregates-over-very-large-sets","Streaming aggregates over very large sets",[941,3766,3767,3768,3771,3772,3775,3776,3778],{},"When the match set is too large to hold in memory, ",[953,3769,3770],{},"scan()"," streams records page by page (decrypting at most ",[953,3773,3774],{},"pageSize"," at a time) and reduces with O(reducers) memory — no row ceiling. Its ",[953,3777,986],{}," terminal returns a promise.",[1163,3780,3782],{"className":1165,"code":3781,"language":1167,"meta":1168,"style":1168},"const total = await invoices.scan()\n  .where('status', '==', 'paid')\n  .aggregate({ sum: sum('amount') })\n\u002F\u002F → { sum: 4900 }\n",[953,3783,3784,3804,3836,3866],{"__ignoreMap":1168},[1172,3785,3786,3788,3791,3793,3795,3797,3799,3802],{"class":1174,"line":1175},[1172,3787,1341],{"class":1340},[1172,3789,3790],{"class":1186}," total ",[1172,3792,1347],{"class":1182},[1172,3794,1350],{"class":1178},[1172,3796,2226],{"class":1186},[1172,3798,1401],{"class":1182},[1172,3800,3801],{"class":1353},"scan",[1172,3803,2839],{"class":1186},[1172,3805,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834],{"class":1174,"line":1205},[1172,3807,2844],{"class":1182},[1172,3809,2847],{"class":1353},[1172,3811,1356],{"class":1186},[1172,3813,1438],{"class":1182},[1172,3815,1950],{"class":1199},[1172,3817,1438],{"class":1182},[1172,3819,1923],{"class":1182},[1172,3821,1196],{"class":1182},[1172,3823,979],{"class":1199},[1172,3825,1438],{"class":1182},[1172,3827,1923],{"class":1182},[1172,3829,1196],{"class":1182},[1172,3831,1753],{"class":1199},[1172,3833,1438],{"class":1182},[1172,3835,1569],{"class":1186},[1172,3837,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864],{"class":1174,"line":1226},[1172,3839,2844],{"class":1182},[1172,3841,3479],{"class":1353},[1172,3843,1356],{"class":1186},[1172,3845,1376],{"class":1182},[1172,3847,3382],{"class":1365},[1172,3849,1369],{"class":1182},[1172,3851,3382],{"class":1353},[1172,3853,1356],{"class":1186},[1172,3855,1438],{"class":1182},[1172,3857,2964],{"class":1199},[1172,3859,1438],{"class":1182},[1172,3861,1414],{"class":1186},[1172,3863,1411],{"class":1182},[1172,3865,1569],{"class":1186},[1172,3867,3868],{"class":1174,"line":1247},[1172,3869,3870],{"class":1560},"\u002F\u002F → { sum: 4900 }\n",[1016,3872,3874],{"id":3873},"beyond-memory-lazy-mode","Beyond memory: lazy mode",[941,3876,3877,3878,3881,3882,3885,3886,3889,3890,3893],{},"Eager mode loads every record of a collection into memory. For collections beyond that, declare the collection lazy: records are fetched per-id on demand into a bounded LRU cache, and reads go through the persisted index side-cars instead of a full snapshot. Lazy mode requires ",[953,3879,3880],{},"lazyStrategy: withLazy()"," plus a cache budget — at least one of ",[953,3883,3884],{},"maxRecords"," or ",[953,3887,3888],{},"maxBytes"," (a number of ",[944,3891,3892],{},"bytes",").",[1163,3895,3897],{"className":1165,"code":3896,"language":1167,"meta":1168,"style":1168},"const invoicesLazy = vault.collection\u003CInvoice>('invoices', {\n  prefetch: false,                                            \u002F\u002F lazy — nothing bulk-loaded at open\n  cache: { maxRecords: 5_000, maxBytes: 50 * 1024 * 1024 },   \u002F\u002F 50 MB budget\n  indexes: ['clientId', 'status', 'date', 'region'],\n  refs: { clientId: ref('clients') },\n})\n\n\u002F\u002F In lazy mode query() throws — use lazyQuery(), whose terminals are async.\n\u002F\u002F Every field used in where()\u002ForderBy() must be a declared index,\n\u002F\u002F otherwise the terminal throws IndexRequiredError.\nconst recentOverdue = await invoicesLazy.lazyQuery()\n  .where('status', '==', 'overdue')\n  .orderBy('date', 'desc')\n  .limit(50)\n  .toArray()\n",[953,3898,3899,3932,3948,3989,4031,4058,4064,4068,4073,4078,4083,4104,4136,4160,4174],{"__ignoreMap":1168},[1172,3900,3901,3903,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930],{"class":1174,"line":1175},[1172,3902,1341],{"class":1340},[1172,3904,3905],{"class":1186}," invoicesLazy ",[1172,3907,1347],{"class":1182},[1172,3909,1859],{"class":1186},[1172,3911,1401],{"class":1182},[1172,3913,1864],{"class":1353},[1172,3915,1867],{"class":1182},[1172,3917,1909],{"class":1622},[1172,3919,1872],{"class":1182},[1172,3921,1356],{"class":1186},[1172,3923,1438],{"class":1182},[1172,3925,1918],{"class":1199},[1172,3927,1438],{"class":1182},[1172,3929,1923],{"class":1182},[1172,3931,1626],{"class":1182},[1172,3933,3934,3937,3939,3943,3945],{"class":1174,"line":1205},[1172,3935,3936],{"class":1365},"  prefetch",[1172,3938,1369],{"class":1182},[1172,3940,3942],{"class":3941},"sfNiH"," false",[1172,3944,1923],{"class":1182},[1172,3946,3947],{"class":1560},"                                            \u002F\u002F lazy — nothing bulk-loaded at open\n",[1172,3949,3950,3953,3955,3957,3960,3962,3965,3967,3970,3972,3975,3977,3980,3982,3984,3986],{"class":1174,"line":1226},[1172,3951,3952],{"class":1365},"  cache",[1172,3954,1369],{"class":1182},[1172,3956,1183],{"class":1182},[1172,3958,3959],{"class":1365}," maxRecords",[1172,3961,1369],{"class":1182},[1172,3963,3964],{"class":1547}," 5_000",[1172,3966,1923],{"class":1182},[1172,3968,3969],{"class":1365}," maxBytes",[1172,3971,1369],{"class":1182},[1172,3973,3974],{"class":1547}," 50",[1172,3976,1551],{"class":1182},[1172,3978,3979],{"class":1547}," 1024",[1172,3981,1551],{"class":1182},[1172,3983,3979],{"class":1547},[1172,3985,1557],{"class":1182},[1172,3987,3988],{"class":1560},"   \u002F\u002F 50 MB budget\n",[1172,3990,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029],{"class":1174,"line":1247},[1172,3992,1931],{"class":1365},[1172,3994,1369],{"class":1182},[1172,3996,1936],{"class":1186},[1172,3998,1438],{"class":1182},[1172,4000,1941],{"class":1199},[1172,4002,1438],{"class":1182},[1172,4004,1923],{"class":1182},[1172,4006,1196],{"class":1182},[1172,4008,1950],{"class":1199},[1172,4010,1438],{"class":1182},[1172,4012,1923],{"class":1182},[1172,4014,1196],{"class":1182},[1172,4016,1959],{"class":1199},[1172,4018,1438],{"class":1182},[1172,4020,1923],{"class":1182},[1172,4022,1196],{"class":1182},[1172,4024,1968],{"class":1199},[1172,4026,1438],{"class":1182},[1172,4028,1973],{"class":1186},[1172,4030,1422],{"class":1182},[1172,4032,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055],{"class":1174,"line":1268},[1172,4034,1981],{"class":1365},[1172,4036,1369],{"class":1182},[1172,4038,1183],{"class":1182},[1172,4040,1988],{"class":1365},[1172,4042,1369],{"class":1182},[1172,4044,1600],{"class":1353},[1172,4046,1356],{"class":1186},[1172,4048,1438],{"class":1182},[1172,4050,1879],{"class":1199},[1172,4052,1438],{"class":1182},[1172,4054,1414],{"class":1186},[1172,4056,4057],{"class":1182},"},\n",[1172,4059,4060,4062],{"class":1174,"line":1289},[1172,4061,1411],{"class":1182},[1172,4063,1569],{"class":1186},[1172,4065,4066],{"class":1174,"line":1309},[1172,4067,1334],{"emptyLinePlaceholder":1333},[1172,4069,4070],{"class":1174,"line":1330},[1172,4071,4072],{"class":1560},"\u002F\u002F In lazy mode query() throws — use lazyQuery(), whose terminals are async.\n",[1172,4074,4075],{"class":1174,"line":1337},[1172,4076,4077],{"class":1560},"\u002F\u002F Every field used in where()\u002ForderBy() must be a declared index,\n",[1172,4079,4080],{"class":1174,"line":1362},[1172,4081,4082],{"class":1560},"\u002F\u002F otherwise the terminal throws IndexRequiredError.\n",[1172,4084,4085,4087,4090,4092,4094,4097,4099,4102],{"class":1174,"line":1425},[1172,4086,1341],{"class":1340},[1172,4088,4089],{"class":1186}," recentOverdue ",[1172,4091,1347],{"class":1182},[1172,4093,1350],{"class":1178},[1172,4095,4096],{"class":1186}," invoicesLazy",[1172,4098,1401],{"class":1182},[1172,4100,4101],{"class":1353},"lazyQuery",[1172,4103,2839],{"class":1186},[1172,4105,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134],{"class":1174,"line":1443},[1172,4107,2844],{"class":1182},[1172,4109,2847],{"class":1353},[1172,4111,1356],{"class":1186},[1172,4113,1438],{"class":1182},[1172,4115,1950],{"class":1199},[1172,4117,1438],{"class":1182},[1172,4119,1923],{"class":1182},[1172,4121,1196],{"class":1182},[1172,4123,979],{"class":1199},[1172,4125,1438],{"class":1182},[1172,4127,1923],{"class":1182},[1172,4129,1196],{"class":1182},[1172,4131,1762],{"class":1199},[1172,4133,1438],{"class":1182},[1172,4135,1569],{"class":1186},[1172,4137,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158],{"class":1174,"line":1465},[1172,4139,2844],{"class":1182},[1172,4141,2880],{"class":1353},[1172,4143,1356],{"class":1186},[1172,4145,1438],{"class":1182},[1172,4147,1959],{"class":1199},[1172,4149,1438],{"class":1182},[1172,4151,1923],{"class":1182},[1172,4153,1196],{"class":1182},[1172,4155,2895],{"class":1199},[1172,4157,1438],{"class":1182},[1172,4159,1569],{"class":1186},[1172,4161,4162,4164,4167,4169,4172],{"class":1174,"line":1470},[1172,4163,2844],{"class":1182},[1172,4165,4166],{"class":1353},"limit",[1172,4168,1356],{"class":1186},[1172,4170,4171],{"class":1547},"50",[1172,4173,1569],{"class":1186},[1172,4175,4176,4178,4180],{"class":1174,"line":1485},[1172,4177,2844],{"class":1182},[1172,4179,2906],{"class":1353},[1172,4181,2839],{"class":1186},[1163,4183,4184],{"className":2911,"code":2912,"language":141,"meta":1168,"style":1168},[953,4185,4186,4190,4286],{"__ignoreMap":1168},[1172,4187,4188],{"class":1174,"line":1175},[1172,4189,2919],{"class":1182},[1172,4191,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284],{"class":1174,"line":1205},[1172,4193,2924],{"class":1182},[1172,4195,2927],{"class":1182},[1172,4197,2930],{"class":1340},[1172,4199,2933],{"class":1182},[1172,4201,1369],{"class":1182},[1172,4203,2927],{"class":1182},[1172,4205,2622],{"class":1199},[1172,4207,2933],{"class":1182},[1172,4209,1923],{"class":1182},[1172,4211,2927],{"class":1182},[1172,4213,1941],{"class":1340},[1172,4215,2933],{"class":1182},[1172,4217,1369],{"class":1182},[1172,4219,2927],{"class":1182},[1172,4221,2170],{"class":1199},[1172,4223,2933],{"class":1182},[1172,4225,1923],{"class":1182},[1172,4227,2927],{"class":1182},[1172,4229,2964],{"class":1340},[1172,4231,2933],{"class":1182},[1172,4233,1369],{"class":1182},[1172,4235,2971],{"class":1547},[1172,4237,1923],{"class":1182},[1172,4239,2927],{"class":1182},[1172,4241,1950],{"class":1340},[1172,4243,2933],{"class":1182},[1172,4245,1369],{"class":1182},[1172,4247,2927],{"class":1182},[1172,4249,1762],{"class":1199},[1172,4251,2933],{"class":1182},[1172,4253,1923],{"class":1182},[1172,4255,2927],{"class":1182},[1172,4257,1959],{"class":1340},[1172,4259,2933],{"class":1182},[1172,4261,1369],{"class":1182},[1172,4263,2927],{"class":1182},[1172,4265,2683],{"class":1199},[1172,4267,2933],{"class":1182},[1172,4269,1923],{"class":1182},[1172,4271,2927],{"class":1182},[1172,4273,1968],{"class":1340},[1172,4275,2933],{"class":1182},[1172,4277,1369],{"class":1182},[1172,4279,2927],{"class":1182},[1172,4281,1803],{"class":1199},[1172,4283,2933],{"class":1182},[1172,4285,3022],{"class":1182},[1172,4287,4288],{"class":1174,"line":1226},[1172,4289,3027],{"class":1182},[1016,4291,4293],{"id":4292},"multi-store-routing-hot-vs-cold","Multi-store routing — hot vs. cold",[941,4295,4296,4297,4299,4300,4302,4303,4306,4307,4310,4311,4314,4315,4317,4318,4321,4322,4325,4326,4329],{},"For datasets that outgrow one backend, ",[953,4298,1002],{}," from ",[953,4301,1013],{}," (always-core) multiplexes a single logical store across several physical ones: a ",[953,4304,4305],{},"default"," store, per-collection ",[953,4308,4309],{},"routes",", vault-name prefixes (",[953,4312,4313],{},"vaultRoutes","), blob tiering (",[953,4316,621],{},"), and age-based hot\u002Fcold tiering (",[953,4319,4320],{},"age","). With age tiering, records whose last modification is older than ",[953,4323,4324],{},"coldAfterDays"," migrate to the cold store during ",[953,4327,4328],{},"compact()",", and reads fall through to the cold tier transparently.",[1163,4331,4333],{"className":1165,"code":4332,"language":1167,"meta":1168,"style":1168},"import { createNoydb, routeStore } from '@noy-db\u002Fhub'\nimport { toPostgres } from '@noy-db\u002Fto-postgres'\nimport { toAwsS3 } from '@noy-db\u002Fto-aws-s3'\nimport { Pool } from 'pg'\n\nconst db = await createNoydb({\n  store: routeStore({\n    default: toPostgres({ client: new Pool({ connectionString: process.env.DATABASE_URL }) }),\n    age: {\n      cold: toAwsS3({ bucket: 'reporting-archive' }),\n      coldAfterDays: 90,\n    },\n  }),\n  user: 'analyst@example.com',\n  secret: process.env.NOYDB_SECRET!,\n})\n",[953,4334,4335,4358,4376,4396,4414,4418,4434,4446,4495,4504,4535,4547,4552,4560,4574,4592],{"__ignoreMap":1168},[1172,4336,4337,4339,4341,4343,4345,4348,4350,4352,4354,4356],{"class":1174,"line":1175},[1172,4338,1179],{"class":1178},[1172,4340,1183],{"class":1182},[1172,4342,1187],{"class":1186},[1172,4344,1923],{"class":1182},[1172,4346,4347],{"class":1186}," routeStore",[1172,4349,1190],{"class":1182},[1172,4351,1193],{"class":1178},[1172,4353,1196],{"class":1182},[1172,4355,1013],{"class":1199},[1172,4357,1202],{"class":1182},[1172,4359,4360,4362,4364,4366,4368,4370,4372,4374],{"class":1174,"line":1205},[1172,4361,1179],{"class":1178},[1172,4363,1183],{"class":1182},[1172,4365,1296],{"class":1186},[1172,4367,1190],{"class":1182},[1172,4369,1193],{"class":1178},[1172,4371,1196],{"class":1182},[1172,4373,1148],{"class":1199},[1172,4375,1202],{"class":1182},[1172,4377,4378,4380,4382,4385,4387,4389,4391,4394],{"class":1174,"line":1226},[1172,4379,1179],{"class":1178},[1172,4381,1183],{"class":1182},[1172,4383,4384],{"class":1186}," toAwsS3",[1172,4386,1190],{"class":1182},[1172,4388,1193],{"class":1178},[1172,4390,1196],{"class":1182},[1172,4392,4393],{"class":1199},"@noy-db\u002Fto-aws-s3",[1172,4395,1202],{"class":1182},[1172,4397,4398,4400,4402,4404,4406,4408,4410,4412],{"class":1174,"line":1247},[1172,4399,1179],{"class":1178},[1172,4401,1183],{"class":1182},[1172,4403,1316],{"class":1186},[1172,4405,1190],{"class":1182},[1172,4407,1193],{"class":1178},[1172,4409,1196],{"class":1182},[1172,4411,1325],{"class":1199},[1172,4413,1202],{"class":1182},[1172,4415,4416],{"class":1174,"line":1268},[1172,4417,1334],{"emptyLinePlaceholder":1333},[1172,4419,4420,4422,4424,4426,4428,4430,4432],{"class":1174,"line":1289},[1172,4421,1341],{"class":1340},[1172,4423,1344],{"class":1186},[1172,4425,1347],{"class":1182},[1172,4427,1350],{"class":1178},[1172,4429,1187],{"class":1353},[1172,4431,1356],{"class":1186},[1172,4433,1359],{"class":1182},[1172,4435,4436,4438,4440,4442,4444],{"class":1174,"line":1309},[1172,4437,1366],{"class":1365},[1172,4439,1369],{"class":1182},[1172,4441,4347],{"class":1353},[1172,4443,1356],{"class":1186},[1172,4445,1359],{"class":1182},[1172,4447,4448,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493],{"class":1174,"line":1330},[1172,4449,4450],{"class":1365},"    default",[1172,4452,1369],{"class":1182},[1172,4454,1296],{"class":1353},[1172,4456,1356],{"class":1186},[1172,4458,1376],{"class":1182},[1172,4460,1379],{"class":1365},[1172,4462,1369],{"class":1182},[1172,4464,1384],{"class":1182},[1172,4466,1316],{"class":1353},[1172,4468,1356],{"class":1186},[1172,4470,1376],{"class":1182},[1172,4472,1393],{"class":1365},[1172,4474,1369],{"class":1182},[1172,4476,1398],{"class":1186},[1172,4478,1401],{"class":1182},[1172,4480,183],{"class":1186},[1172,4482,1401],{"class":1182},[1172,4484,1408],{"class":1186},[1172,4486,1411],{"class":1182},[1172,4488,1414],{"class":1186},[1172,4490,1411],{"class":1182},[1172,4492,1419],{"class":1186},[1172,4494,1422],{"class":1182},[1172,4496,4497,4500,4502],{"class":1174,"line":1337},[1172,4498,4499],{"class":1365},"    age",[1172,4501,1369],{"class":1182},[1172,4503,1626],{"class":1182},[1172,4505,4506,4509,4511,4513,4515,4517,4520,4522,4524,4527,4529,4531,4533],{"class":1174,"line":1362},[1172,4507,4508],{"class":1365},"      cold",[1172,4510,1369],{"class":1182},[1172,4512,4384],{"class":1353},[1172,4514,1356],{"class":1186},[1172,4516,1376],{"class":1182},[1172,4518,4519],{"class":1365}," bucket",[1172,4521,1369],{"class":1182},[1172,4523,1196],{"class":1182},[1172,4525,4526],{"class":1199},"reporting-archive",[1172,4528,1438],{"class":1182},[1172,4530,1190],{"class":1182},[1172,4532,1419],{"class":1186},[1172,4534,1422],{"class":1182},[1172,4536,4537,4540,4542,4545],{"class":1174,"line":1425},[1172,4538,4539],{"class":1365},"      coldAfterDays",[1172,4541,1369],{"class":1182},[1172,4543,4544],{"class":1547}," 90",[1172,4546,1422],{"class":1182},[1172,4548,4549],{"class":1174,"line":1443},[1172,4550,4551],{"class":1182},"    },\n",[1172,4553,4554,4556,4558],{"class":1174,"line":1465},[1172,4555,3543],{"class":1182},[1172,4557,1419],{"class":1186},[1172,4559,1422],{"class":1182},[1172,4561,4562,4564,4566,4568,4570,4572],{"class":1174,"line":1470},[1172,4563,1428],{"class":1365},[1172,4565,1369],{"class":1182},[1172,4567,1196],{"class":1182},[1172,4569,1435],{"class":1199},[1172,4571,1438],{"class":1182},[1172,4573,1422],{"class":1182},[1172,4575,4576,4578,4580,4582,4584,4586,4588,4590],{"class":1174,"line":1485},[1172,4577,1446],{"class":1365},[1172,4579,1369],{"class":1182},[1172,4581,1398],{"class":1186},[1172,4583,1401],{"class":1182},[1172,4585,183],{"class":1186},[1172,4587,1401],{"class":1182},[1172,4589,1459],{"class":1186},[1172,4591,1462],{"class":1182},[1172,4593,4594,4596],{"class":1174,"line":1499},[1172,4595,1411],{"class":1182},[1172,4597,1569],{"class":1186},[941,4599,4600,4601,4604,4605,4609,4610,4613,4614,4616],{},"Every routed store still only ever sees ciphertext — routing decides ",[4602,4603,2847],"em",{}," an ",[1045,4606,4608],{"href":4607},"\u002Fcore\u002Fnoydb\u002Fenclave#envelope","encrypted envelope"," (the ciphertext wrapper each record is stored as) lands, never ",[4602,4611,4612],{},"what"," is inside it. See ",[1045,4615,808],{"href":809}," for middleware (retry, circuit breaker, metrics) around stores.",[1016,4618,4620],{"id":4619},"performance-ceilings-to-know-about","Performance ceilings to know about",[4622,4623,4624,4646,4658,4669,4681],"ul",{},[4625,4626,4627,4630,4631,4634,4635,4638,4639,1157,4642,4645],"li",{},[944,4628,4629],{},"Eager joins",": ",[953,4632,4633],{},"JoinTooLargeError"," at 50,000 rows per side (a one-shot warning fires at 80%). Override per join leg with ",[953,4636,4637],{},"{ maxRows }"," if you've measured. Narrow the left side with ",[953,4640,4641],{},"where()",[953,4643,4644],{},"limit()"," first.",[4625,4647,4648,4650,4651,4654,4655,4657],{},[944,4649,3462],{},": warns at 10,000 distinct groups, throws ",[953,4652,4653],{},"GroupCardinalityError"," at 100,000. The cap is not overridable — beyond it you probably want a streaming aggregate or an external OLAP system. Grouping on a high-uniqueness field like ",[953,4656,2930],{}," is almost always a query mistake.",[4625,4659,4660,4630,4663,1054,4666,4668],{},[944,4661,4662],{},"Aggregations and counts ignore joins",[953,4664,4665],{},".count()",[953,4667,986],{}," reduce over base records only; joined fields are projection-only and cannot feed a reducer.",[4625,4670,4671,4674,4675,4677,4678,4680],{},[944,4672,4673],{},"Lazy mode cache",": tune ",[953,4676,3884],{}," \u002F ",[953,4679,3888],{}," to your working set; the LRU evicts least-recently-used entries. An unbounded lazy cache is rejected at declaration time.",[4625,4682,4683,4686,4687,4690],{},[944,4684,4685],{},"Heavy fields",": a collection mixing small hot fields with large rarely-read ones pays full-envelope decrypt cost on every read; see ",[1045,4688,4689],{"href":813},"satellite collections"," (experimental) to split them off-row.",[1016,4692,4694],{"id":4693},"see-also","See also",[4622,4696,4697,4702,4707,4712,4717,4722,4727],{},[4625,4698,4699,4701],{},[1045,4700,705],{"href":706}," — eager fast-paths, persisted side-cars, rebuild\u002Freconcile",[4625,4703,4704,4706],{},[1045,4705,3479],{"href":805}," — reducers, groupBy, live aggregations",[4625,4708,4709,4711],{},[1045,4710,715],{"href":716}," — FK joins, strategies, ceilings",[4625,4713,4714,4716],{},[1045,4715,719],{"href":720}," — lazy mode and the LRU working set",[4625,4718,4719,4721],{},[1045,4720,808],{"href":809}," — multi-store routing and store middleware",[4625,4723,4724,4726],{},[1045,4725,840],{"href":841}," — session policy and idle timeout",[4625,4728,4729,4731],{},[1045,4730,597],{"href":598}," — the full service catalog",[4733,4734,4735],"style",{},"html pre.shiki code .s7zQu, html code.shiki .s7zQu{--shiki-light:#39ADB5;--shiki-light-font-style:italic;--shiki-default:#89DDFF;--shiki-default-font-style:italic;--shiki-dark:#89DDFF;--shiki-dark-font-style:italic}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}html pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sfNiH, html code.shiki .sfNiH{--shiki-light:#FF5370;--shiki-default:#FF9CAC;--shiki-dark:#FF9CAC}",{"title":1168,"searchDepth":1226,"depth":1226,"links":4737},[4738,4739,4740,4741,4742,4743,4744,4745,4746,4747,4748],{"id":1018,"depth":1205,"text":1019},{"id":1139,"depth":1205,"text":1140},{"id":1572,"depth":1205,"text":1573},{"id":2799,"depth":1205,"text":2800},{"id":3030,"depth":1205,"text":3031},{"id":3353,"depth":1205,"text":3354},{"id":3763,"depth":1205,"text":3764},{"id":3873,"depth":1205,"text":3874},{"id":4292,"depth":1205,"text":4293},{"id":4619,"depth":1205,"text":4620},{"id":4693,"depth":1205,"text":4694},null,"Assemble fast filtering, joins, grouped and streaming aggregates, lazy mode for beyond-memory collections, and hot\u002Fcold multi-store routing.","md",{},{"title":511,"description":4750},"stable","important","r1BcdXiH3G9GLnQ-pbvclN71WoKz1lvLZ1xCnk38Iwo",1791896574950]