diff --git a/src/main/java/io/cdap/plugin/gcp/bigquery/sqlengine/BigQuerySQLEngine.java b/src/main/java/io/cdap/plugin/gcp/bigquery/sqlengine/BigQuerySQLEngine.java
index e7054bff37..e1ed4c0f90 100644
--- a/src/main/java/io/cdap/plugin/gcp/bigquery/sqlengine/BigQuerySQLEngine.java
+++ b/src/main/java/io/cdap/plugin/gcp/bigquery/sqlengine/BigQuerySQLEngine.java
@@ -317,7 +317,11 @@ public SQLDatasetProducer getProducer(SQLPullRequest pullRequest, PullCapability
 
     String table = datasets.get(pullRequest.getDatasetName()).getBigQueryTable();
 
-    return new BigQuerySparkDatasetProducer(sqlEngineConfig, datasetProject, dataset, table);
+    return new BigQuerySparkDatasetProducer(sqlEngineConfig,
+                                            datasetProject,
+                                            dataset,
+                                            table,
+                                            pullRequest.getDatasetSchema());
   }
 
   @Override
diff --git a/src/main/java/io/cdap/plugin/gcp/bigquery/sqlengine/BigQuerySparkDatasetProducer.java b/src/main/java/io/cdap/plugin/gcp/bigquery/sqlengine/BigQuerySparkDatasetProducer.java
index aaad0952fd..b4de6b60f3 100644
--- a/src/main/java/io/cdap/plugin/gcp/bigquery/sqlengine/BigQuerySparkDatasetProducer.java
+++ b/src/main/java/io/cdap/plugin/gcp/bigquery/sqlengine/BigQuerySparkDatasetProducer.java
@@ -16,17 +16,20 @@
 
 package io.cdap.plugin.gcp.bigquery.sqlengine;
 
+import io.cdap.cdap.api.data.schema.Schema;
 import io.cdap.cdap.etl.api.engine.sql.dataset.RecordCollection;
 import io.cdap.cdap.etl.api.engine.sql.dataset.SQLDataset;
 import io.cdap.cdap.etl.api.engine.sql.dataset.SQLDatasetDescription;
 import io.cdap.cdap.etl.api.engine.sql.dataset.SQLDatasetProducer;
 import io.cdap.cdap.etl.api.sql.engine.dataset.SparkRecordCollectionImpl;
-import io.cdap.plugin.gcp.common.GCPConfig;
 import org.apache.spark.SparkContext;
 import org.apache.spark.sql.DataFrameReader;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Row;
 import org.apache.spark.sql.SparkSession;
+import org.apache.spark.sql.types.DataTypes;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
 
 import java.io.Serializable;
 import java.nio.charset.StandardCharsets;
@@ -39,6 +42,8 @@
 public class BigQuerySparkDatasetProducer
   implements SQLDatasetProducer, Serializable {
 
+  private static final Logger LOG = LoggerFactory.getLogger(BigQuerySparkDatasetProducer.class);
+
   private static final String FORMAT = "bigquery";
   private static final String CONFIG_CREDENTIALS_FILE = "credentialsFile";
   private static final String CONFIG_CREDENTIALS = "credentials";
@@ -47,15 +52,19 @@ public class BigQuerySparkDatasetProducer
   private String project;
   private String bqDataset;
   private String bqTable;
+  private Schema schema;
+
 
   public BigQuerySparkDatasetProducer(BigQuerySQLEngineConfig config,
                                       String project,
                                       String bqDataset,
-                                      String bqTable) {
+                                      String bqTable,
+                                      Schema schema) {
     this.config = config;
     this.project = project;
     this.bqDataset = bqDataset;
     this.bqTable = bqTable;
+    this.schema = schema;
   }
 
   @Override
@@ -87,6 +96,7 @@ public RecordCollection produce(SQLDataset sqlDataset) {
 
     // Load path into dataset.
     Dataset<Row> ds = bqReader.load(path);
+    ds = convertFieldTypes(ds);
 
     return new SparkRecordCollectionImpl(ds);
   }
@@ -95,4 +105,37 @@ public RecordCollection produce(SQLDataset sqlDataset) {
   private String encodeBase64(String serviceAccountJson) {
     return Base64.getEncoder().encodeToString(serviceAccountJson.getBytes(StandardCharsets.UTF_8));
   }
+
+  /**
+   * Adjust CDAP types for int and float fields.
+   *
+   * @param ds input dataframe
+   * @return dataframe with updated schema.
+   */
+  private Dataset<Row> convertFieldTypes(Dataset<Row> ds) {
+    for (Schema.Field field : schema.getFields()) {
+      String fieldName = field.getName();
+      Schema fieldSchema = field.getSchema();
+
+      // For nullable types, check the underlying type.
+      if (fieldSchema.isNullable()) {
+        fieldSchema = fieldSchema.getNonNullable();
+      }
+
+      // Handle Int types
+      if (fieldSchema.getType() == Schema.Type.INT && fieldSchema.getLogicalType() == null) {
+        LOG.trace("Converting field {} to Integer", fieldName);
+        ds = ds.withColumn(fieldName, ds.col(fieldName).cast(DataTypes.IntegerType));
+      }
+
+      // Handle float types
+      if (fieldSchema.getType() == Schema.Type.FLOAT && fieldSchema.getLogicalType() == null) {
+        LOG.trace("Converting field {} to Float", fieldName);
+        ds = ds.withColumn(fieldName, ds.col(fieldName).cast(DataTypes.FloatType));
+      }
+    }
+
+    return ds;
+  }
+
 }