diff --git a/packages/cubejs-schema-compiler/src/adapter/OracleQuery.ts b/packages/cubejs-schema-compiler/src/adapter/OracleQuery.ts
index d0417847fe8f2..a5724a5f44e31 100644
--- a/packages/cubejs-schema-compiler/src/adapter/OracleQuery.ts
+++ b/packages/cubejs-schema-compiler/src/adapter/OracleQuery.ts
@@ -30,6 +30,46 @@ class OracleFilter extends BaseFilter {
 }
 
 export class OracleQuery extends BaseQuery {
+  private static readonly ORACLE_TZ_FORMAT_WITH_Z = 'YYYY-MM-DD"T"HH24:MI:SS.FF"Z"';
+
+  private static readonly ORACLE_TZ_FORMAT_NO_Z = 'YYYY-MM-DD"T"HH24:MI:SS.FF';
+
+  /**
+   * Determines if a value represents a SQL identifier (column name) rather than a bind parameter.
+   * Handles both unquoted identifiers (e.g., "date_from", "table.column") and quoted
+   * identifiers (e.g., "date_from", "table"."column").
+   */
+  private isIdentifierToken(value: string): boolean {
+    return (
+      /^[A-Za-z_][A-Za-z0-9_]*(\.[A-Za-z_][A-Za-z0-9_]*)*$/.test(value) ||
+      /^"[^"]+"(\."[^"]+")*$/.test(value)
+    );
+  }
+
+  /**
+   * Generates Oracle TO_TIMESTAMP_TZ function call for timezone-aware timestamp conversion.
+   *
+   * The format string must match the actual data format:
+   * - Filter parameters ('?') come as ISO 8601 strings with 'Z' suffix (e.g., '2024-01-01T00:00:00.000Z')
+   * - Generated time series columns (date_from/date_to) contain VALUES data without 'Z' (e.g., '2024-01-01T00:00:00.000')
+   *
+   * @param value - Either '?' for bind parameters, a column identifier, or a SQL expression
+   * @param includeZFormat - Whether format string should expect 'Z' suffix (true for filter params, false for series columns)
+   * @returns Oracle SQL expression with appropriate bind placeholder or direct column reference
+   */
+  private toTimestampTz(value: string, includeZFormat: boolean): string {
+    const format = includeZFormat ? OracleQuery.ORACLE_TZ_FORMAT_WITH_Z : OracleQuery.ORACLE_TZ_FORMAT_NO_Z;
+    if (value === '?') {
+      return `TO_TIMESTAMP_TZ(:"?", '${format}')`;
+    }
+    if (this.isIdentifierToken(value)) {
+      // Column identifiers (e.g., date_from, date_to from generated time series) - use directly
+      return `TO_TIMESTAMP_TZ(${value}, '${format}')`;
+    }
+    // SQL expressions or literals - embed directly in TO_TIMESTAMP_TZ call
+    return `TO_TIMESTAMP_TZ(${value}, '${format}')`;
+  }
+
   /**
    * "LIMIT" on Oracle is illegal
    * TODO replace with limitOffsetClause override
@@ -75,15 +115,26 @@ export class OracleQuery extends BaseQuery {
     return field;
   }
 
+  /**
+   * Casts a value to Oracle DATE type using timezone-aware parsing.
+   * For bind parameters ('?'), includes 'Z' suffix in format string.
+   * For column identifiers (e.g., date_from/date_to from time series), omits 'Z'.
+   *
+   * @param value - Bind parameter placeholder '?', column identifier, or SQL expression
+   */
   public dateTimeCast(value) {
-    // Use timezone-aware parsing for ISO 8601 with milliseconds and trailing 'Z', then cast to DATE
-    // to preserve index-friendly comparisons against DATE columns.
-    return `CAST(TO_TIMESTAMP_TZ(:"${value}", 'YYYY-MM-DD"T"HH24:MI:SS.FF"Z"') AS DATE)`;
+    return `CAST(${this.toTimestampTz(value, value === '?')} AS DATE)`;
   }
 
+  /**
+   * Casts a value to Oracle TIMESTAMP WITH TIME ZONE.
+   * For bind parameters ('?'), includes 'Z' suffix in format string.
+   * For column identifiers (e.g., date_from/date_to from time series), omits 'Z'.
+   *
+   * @param value - Bind parameter placeholder '?', column identifier, or SQL expression
+   */
   public timeStampCast(value) {
-    // Return timezone-aware timestamp for TIMESTAMP comparisons
-    return `TO_TIMESTAMP_TZ(:"${value}", 'YYYY-MM-DD"T"HH24:MI:SS.FF"Z"')`;
+    return this.toTimestampTz(value, value === '?');
   }
 
   public timeStampParam(timeDimension) {
diff --git a/packages/cubejs-schema-compiler/test/unit/oracle-query.test.ts b/packages/cubejs-schema-compiler/test/unit/oracle-query.test.ts
index 307a5cc5400e5..67f9a69cd7a21 100644
--- a/packages/cubejs-schema-compiler/test/unit/oracle-query.test.ts
+++ b/packages/cubejs-schema-compiler/test/unit/oracle-query.test.ts
@@ -904,4 +904,68 @@ describe('OracleQuery', () => {
     expect(sql).toMatch(/GROUP BY\s+TRUNC/);
     expect(params).toEqual(['2024-01-01T00:00:00.000Z', '2024-12-31T23:59:59.999Z']);
   });
+
+  it('does not bind generated time series date_from/date_to', async () => {
+    await compiler.compile();
+
+    const query = new OracleQuery(
+      { joinGraph, cubeEvaluator, compiler },
+      {
+        measures: ['visitors.thisPeriod', 'visitors.priorPeriod'],
+        timeDimensions: [
+          {
+            dimension: 'visitors.createdAt',
+            dateRange: ['2023-01-01', '2024-12-31'],
+            granularity: 'year'
+          }
+        ],
+        filters: [
+          { member: 'visitors.source', operator: 'equals', values: ['web'] }
+        ],
+        timezone: 'UTC'
+      }
+    );
+
+    const [sql] = query.buildSqlAndParams();
+
+    // Ensure generated time series columns are not treated as bind params
+    expect(sql).not.toMatch(/:\s*"date_from"/);
+    expect(sql).not.toMatch(/:\s*"date_to"/);
+
+    // Ensure we cast series columns directly via TO_TIMESTAMP_TZ(..., '...FF') without binds
+    expect(sql).toMatch(/TO_TIMESTAMP_TZ\(date_from,\s*'YYYY-MM-DD"T"HH24:MI:SS\.FF'\)/);
+    expect(sql).toMatch(/TO_TIMESTAMP_TZ\(date_to,\s*'YYYY-MM-DD"T"HH24:MI:SS\.FF'\)/);
+  });
+
+  it('uses Z format for bind parameters and no-Z format for column identifiers', async () => {
+    await compiler.compile();
+
+    const query = new OracleQuery(
+      { joinGraph, cubeEvaluator, compiler },
+      {
+        measures: ['visitors.count'],
+        timezone: 'UTC'
+      }
+    );
+
+    // Test direct method calls to verify format selection logic
+    // Bind parameter '?' should use Z format (for ISO 8601 strings with Z)
+    const bindResult = query.dateTimeCast('?');
+    expect(bindResult).toContain('TO_TIMESTAMP_TZ(:"?",');
+    expect(bindResult).toContain('YYYY-MM-DD"T"HH24:MI:SS.FF"Z"');
+
+    // Column identifier should use no-Z format (for VALUES data without Z)
+    const columnResult = query.dateTimeCast('date_from');
+    expect(columnResult).toContain('TO_TIMESTAMP_TZ(date_from,');
+    expect(columnResult).toContain('YYYY-MM-DD"T"HH24:MI:SS.FF');
+    expect(columnResult).not.toContain('"Z"');
+
+    // Verify timeStampCast has same behavior
+    const bindTimestamp = query.timeStampCast('?');
+    expect(bindTimestamp).toContain('YYYY-MM-DD"T"HH24:MI:SS.FF"Z"');
+
+    const columnTimestamp = query.timeStampCast('date_to');
+    expect(columnTimestamp).toContain('YYYY-MM-DD"T"HH24:MI:SS.FF');
+    expect(columnTimestamp).not.toContain('"Z"');
+  });
 });