diff --git a/packages/cli/src/managed-python-http.test.ts b/packages/cli/src/managed-python-http.test.ts
index c0153c45..7bab7ea5 100644
--- a/packages/cli/src/managed-python-http.test.ts
+++ b/packages/cli/src/managed-python-http.test.ts
@@ -154,6 +154,37 @@ describe('managed daemon ingest ports', () => {
     });
   });
 
+  it('routes SQL batch analysis through the managed daemon runner', async () => {
+    const requestJson = vi.fn(async () => ({
+      results: {
+        orders: {
+          tables_touched: ['public.orders'],
+          columns_by_clause: { select: ['status'] },
+          error: null,
+        },
+      },
+    }));
+    const sqlAnalysis = createManagedDaemonSqlAnalysisPort({ requestJson });
+
+    await expect(sqlAnalysis.analyzeBatch([{ id: 'orders', sql: 'select status from public.orders' }], 'postgres'))
+      .resolves.toEqual(
+        new Map([
+          [
+            'orders',
+            {
+              tablesTouched: ['public.orders'],
+              columnsByClause: { select: ['status'] },
+              error: null,
+            },
+          ],
+        ]),
+      );
+    expect(requestJson).toHaveBeenCalledWith('/sql/analyze-batch', {
+      dialect: 'postgres',
+      items: [{ id: 'orders', sql: 'select status from public.orders' }],
+    });
+  });
+
   it('returns live-database daemon request options backed by the managed runner', async () => {
     const requestJson = vi.fn(async () => ({
       connection_id: 'warehouse',
diff --git a/packages/context/src/ingest/adapters/historic-sql/historic-sql.adapter.test.ts b/packages/context/src/ingest/adapters/historic-sql/historic-sql.adapter.test.ts
index 40926965..2c038feb 100644
--- a/packages/context/src/ingest/adapters/historic-sql/historic-sql.adapter.test.ts
+++ b/packages/context/src/ingest/adapters/historic-sql/historic-sql.adapter.test.ts
@@ -26,6 +26,9 @@ const sqlAnalysis: SqlAnalysisPort = {
       literalSlots: [{ position: 1, type: 'string', exampleValue: 'paid' }],
     };
   },
+  async analyzeBatch() {
+    return new Map();
+  },
 };
 
 const reader: HistoricSqlQueryHistoryReader = {
diff --git a/packages/context/src/ingest/adapters/historic-sql/stage-pgss-golden.test.ts b/packages/context/src/ingest/adapters/historic-sql/stage-pgss-golden.test.ts
index 98a907fd..14450bd3 100644
--- a/packages/context/src/ingest/adapters/historic-sql/stage-pgss-golden.test.ts
+++ b/packages/context/src/ingest/adapters/historic-sql/stage-pgss-golden.test.ts
@@ -83,6 +83,9 @@ function fixtureSqlAnalysis(fixture: GoldenFixture): SqlAnalysisPort {
       }
       return result;
     },
+    async analyzeBatch() {
+      return new Map();
+    },
   };
 }
 
diff --git a/packages/context/src/ingest/adapters/historic-sql/stage-pgss.test.ts b/packages/context/src/ingest/adapters/historic-sql/stage-pgss.test.ts
index 901a0ae2..ebc1f13c 100644
--- a/packages/context/src/ingest/adapters/historic-sql/stage-pgss.test.ts
+++ b/packages/context/src/ingest/adapters/historic-sql/stage-pgss.test.ts
@@ -89,6 +89,9 @@ const sqlAnalysis: SqlAnalysisPort = {
       literalSlots: [],
     };
   },
+  async analyzeBatch() {
+    return new Map();
+  },
 };
 
 function postgresPullConfig(maxTemplatesPerRun = 5000) {
diff --git a/packages/context/src/ingest/adapters/historic-sql/stage.test.ts b/packages/context/src/ingest/adapters/historic-sql/stage.test.ts
index dfaed511..21a1f850 100644
--- a/packages/context/src/ingest/adapters/historic-sql/stage.test.ts
+++ b/packages/context/src/ingest/adapters/historic-sql/stage.test.ts
@@ -51,6 +51,9 @@ const fakeSqlAnalysis: SqlAnalysisPort = {
       literalSlots: [{ position: 1, type: 'string', exampleValue: 'complete' }],
     };
   },
+  async analyzeBatch() {
+    return new Map();
+  },
 };
 
 const categoricalSqlAnalysis: SqlAnalysisPort = {
@@ -63,6 +66,9 @@ const categoricalSqlAnalysis: SqlAnalysisPort = {
       literalSlots: [{ position: 1, type: 'string', exampleValue: status }],
     };
   },
+  async analyzeBatch() {
+    return new Map();
+  },
 };
 
 function categoricalRows(): HistoricSqlRawQueryRow[] {
@@ -146,6 +152,9 @@ const diverseSqlAnalysis: SqlAnalysisPort = {
       literalSlots: [{ position: 1, type: 'string', exampleValue: value }],
     };
   },
+  async analyzeBatch() {
+    return new Map();
+  },
 };
 
 const classificationMatrixSqlAnalysis: SqlAnalysisPort = {
@@ -177,6 +186,9 @@ const classificationMatrixSqlAnalysis: SqlAnalysisPort = {
       ],
     };
   },
+  async analyzeBatch() {
+    return new Map();
+  },
 };
 
 function classificationMatrixRows(): HistoricSqlRawQueryRow[] {
@@ -699,6 +711,9 @@ describe('stageHistoricSqlTemplates', () => {
           literalSlots: [],
         };
       },
+      async analyzeBatch() {
+        return new Map();
+      },
     };
 
     await stageHistoricSqlTemplates({
@@ -775,6 +790,9 @@ describe('stageHistoricSqlTemplates', () => {
             literalSlots: [{ position: 1, type: 'string', exampleValue: 'analyst@example.com' }],
           };
         },
+        async analyzeBatch() {
+          return new Map();
+        },
       },
       pullConfig: {
         dialect: 'snowflake',
diff --git a/packages/context/src/ingest/local-adapters.test.ts b/packages/context/src/ingest/local-adapters.test.ts
index 009cdda2..ae1aeb5c 100644
--- a/packages/context/src/ingest/local-adapters.test.ts
+++ b/packages/context/src/ingest/local-adapters.test.ts
@@ -92,6 +92,9 @@ describe('local ingest adapters', () => {
           literalSlots: [],
         };
       },
+      async analyzeBatch() {
+        return new Map();
+      },
     };
     const adapters = createDefaultLocalIngestAdapters(project, {
       historicSql: {
@@ -121,6 +124,9 @@ describe('local ingest adapters', () => {
               literalSlots: [],
             };
           },
+          async analyzeBatch() {
+            return new Map();
+          },
         },
         postgresQueryClient: {
           async executeQuery() {
@@ -166,6 +172,9 @@ describe('local ingest adapters', () => {
               literalSlots: [],
             };
           },
+          async analyzeBatch() {
+            return new Map();
+          },
         },
         postgresQueryClient: {
           async executeQuery() {
diff --git a/packages/context/src/sql-analysis/http-sql-analysis-port.test.ts b/packages/context/src/sql-analysis/http-sql-analysis-port.test.ts
index f9bf513b..6e22fd47 100644
--- a/packages/context/src/sql-analysis/http-sql-analysis-port.test.ts
+++ b/packages/context/src/sql-analysis/http-sql-analysis-port.test.ts
@@ -45,6 +45,85 @@ describe('createHttpSqlAnalysisPort', () => {
     });
   });
 
+  it('calls the SQL batch endpoint and maps snake_case response fields into a Map', async () => {
+    const requestJson = vi.fn(async () => ({
+      results: {
+        orders: {
+          tables_touched: ['public.orders', 'public.customers'],
+          columns_by_clause: {
+            select: ['status'],
+            where: ['created_at'],
+            join: ['customer_id', 'id'],
+          },
+          error: null,
+        },
+        broken: {
+          tables_touched: [],
+          columns_by_clause: {},
+          error: 'Invalid expression / Unexpected token',
+        },
+      },
+    }));
+    const port = createHttpSqlAnalysisPort({ baseUrl: 'http://python.test', requestJson });
+
+    await expect(
+      port.analyzeBatch(
+        [
+          { id: 'orders', sql: 'select status from public.orders' },
+          { id: 'broken', sql: 'select * from where' },
+        ],
+        'postgres',
+      ),
+    ).resolves.toEqual(
+      new Map([
+        [
+          'orders',
+          {
+            tablesTouched: ['public.orders', 'public.customers'],
+            columnsByClause: {
+              select: ['status'],
+              where: ['created_at'],
+              join: ['customer_id', 'id'],
+            },
+            error: null,
+          },
+        ],
+        [
+          'broken',
+          {
+            tablesTouched: [],
+            columnsByClause: {},
+            error: 'Invalid expression / Unexpected token',
+          },
+        ],
+      ]),
+    );
+
+    expect(requestJson).toHaveBeenCalledWith('/sql/analyze-batch', {
+      dialect: 'postgres',
+      items: [
+        { id: 'orders', sql: 'select status from public.orders' },
+        { id: 'broken', sql: 'select * from where' },
+      ],
+    });
+  });
+
+  it('rejects malformed SQL batch responses instead of inventing defaults', async () => {
+    const requestJson = vi.fn(async () => ({
+      results: {
+        orders: {
+          tables_touched: ['public.orders'],
+          columns_by_clause: { select: ['status'], where: [42] },
+          error: null,
+        },
+      },
+    }));
+    const port = createHttpSqlAnalysisPort({ baseUrl: 'http://python.test', requestJson });
+
+    await expect(port.analyzeBatch([{ id: 'orders', sql: 'select status from public.orders' }], 'postgres')).rejects
+      .toThrow('sql analysis response is missing string[] field columns_by_clause.where');
+  });
+
   it('rejects malformed daemon responses instead of inventing defaults', async () => {
     const requestJson = vi.fn(async () => ({
       fingerprint: 'abc',
diff --git a/packages/context/src/sql-analysis/http-sql-analysis-port.ts b/packages/context/src/sql-analysis/http-sql-analysis-port.ts
index a26d69e4..9da37556 100644
--- a/packages/context/src/sql-analysis/http-sql-analysis-port.ts
+++ b/packages/context/src/sql-analysis/http-sql-analysis-port.ts
@@ -2,6 +2,8 @@ import { request as httpRequest } from 'node:http';
 import { request as httpsRequest } from 'node:https';
 import { URL } from 'node:url';
 import type {
+  SqlAnalysisBatchItem,
+  SqlAnalysisBatchResult,
   SqlAnalysisDialect,
   SqlAnalysisFingerprintResult,
   SqlAnalysisLiteralSlot,
@@ -94,6 +96,14 @@ function requiredStringArray(raw: Record<string, unknown>, field: string): strin
   return value;
 }
 
+function requiredObject(raw: Record<string, unknown>, field: string): Record<string, unknown> {
+  const value = raw[field];
+  if (!value || typeof value !== 'object' || Array.isArray(value)) {
+    throw new Error(`sql analysis response is missing object field ${field}`);
+  }
+  return value as Record<string, unknown>;
+}
+
 function isLiteralSlotType(value: unknown): value is SqlAnalysisLiteralSlotType {
   return (
     value === 'string' ||
@@ -144,6 +154,39 @@ function mapResult(raw: Record<string, unknown>): SqlAnalysisFingerprintResult {
   };
 }
 
+function mapColumnsByClause(raw: Record<string, unknown>): SqlAnalysisBatchResult['columnsByClause'] {
+  const value = requiredObject(raw, 'columns_by_clause');
+  const result: SqlAnalysisBatchResult['columnsByClause'] = {};
+  for (const [clause, columns] of Object.entries(value)) {
+    if (!Array.isArray(columns) || columns.some((item) => typeof item !== 'string')) {
+      throw new Error(`sql analysis response is missing string[] field columns_by_clause.${clause}`);
+    }
+    result[clause] = columns;
+  }
+  return result;
+}
+
+function mapBatchResult(raw: Record<string, unknown>): SqlAnalysisBatchResult {
+  const error = optionalString(raw, 'error');
+  return {
+    tablesTouched: requiredStringArray(raw, 'tables_touched'),
+    columnsByClause: mapColumnsByClause(raw),
+    ...(error !== undefined ? { error } : {}),
+  };
+}
+
+function mapBatchResponse(raw: Record<string, unknown>): Map<string, SqlAnalysisBatchResult> {
+  const results = requiredObject(raw, 'results');
+  return new Map(
+    Object.entries(results).map(([id, value]) => {
+      if (!value || typeof value !== 'object' || Array.isArray(value)) {
+        throw new Error(`sql analysis response contains invalid batch result ${id}`);
+      }
+      return [id, mapBatchResult(value as Record<string, unknown>)];
+    }),
+  );
+}
+
 export function createHttpSqlAnalysisPort(options: HttpSqlAnalysisPortOptions): SqlAnalysisPort {
   const requestJson = options.requestJson ?? postJson(options.baseUrl);
 
@@ -155,5 +198,12 @@ export function createHttpSqlAnalysisPort(options: HttpSqlAnalysisPortOptions):
       });
       return mapResult(raw);
     },
+    async analyzeBatch(items: SqlAnalysisBatchItem[], dialect: SqlAnalysisDialect) {
+      const raw = await requestJson('/sql/analyze-batch', {
+        dialect,
+        items,
+      });
+      return mapBatchResponse(raw);
+    },
   };
 }
diff --git a/packages/context/src/sql-analysis/index.ts b/packages/context/src/sql-analysis/index.ts
index 89e3ada9..8338b822 100644
--- a/packages/context/src/sql-analysis/index.ts
+++ b/packages/context/src/sql-analysis/index.ts
@@ -1,6 +1,9 @@
 export { createHttpSqlAnalysisPort } from './http-sql-analysis-port.js';
 export type { HttpSqlAnalysisPortOptions, KtxSqlAnalysisHttpJsonRunner } from './http-sql-analysis-port.js';
 export type {
+  SqlAnalysisBatchItem,
+  SqlAnalysisBatchResult,
+  SqlAnalysisClause,
   SqlAnalysisDialect,
   SqlAnalysisFingerprintResult,
   SqlAnalysisLiteralSlot,
diff --git a/packages/context/src/sql-analysis/ports.ts b/packages/context/src/sql-analysis/ports.ts
index 69b15780..3361a7c4 100644
--- a/packages/context/src/sql-analysis/ports.ts
+++ b/packages/context/src/sql-analysis/ports.ts
@@ -25,6 +25,23 @@ export interface SqlAnalysisFingerprintResult {
   error?: string | null;
 }
 
+export type SqlAnalysisClause = 'select' | 'where' | 'join' | 'groupBy' | 'having' | 'orderBy' | (string & {});
+
+export interface SqlAnalysisBatchItem {
+  id: string;
+  sql: string;
+}
+
+export interface SqlAnalysisBatchResult {
+  tablesTouched: string[];
+  columnsByClause: Partial<Record<SqlAnalysisClause, string[]>>;
+  error?: string | null;
+}
+
 export interface SqlAnalysisPort {
   analyzeForFingerprint(sql: string, dialect: SqlAnalysisDialect): Promise<SqlAnalysisFingerprintResult>;
+  analyzeBatch(
+    items: SqlAnalysisBatchItem[],
+    dialect: SqlAnalysisDialect,
+  ): Promise<Map<string, SqlAnalysisBatchResult>>;
 }