diff --git a/gradle/libs.versions.toml b/gradle/libs.versions.toml
index 404c19aef224..bea1b7d9108f 100644
--- a/gradle/libs.versions.toml
+++ b/gradle/libs.versions.toml
@@ -37,7 +37,7 @@ awssdk-s3accessgrants = "2.3.0"
 bson-ver = "4.11.5"
 caffeine = "2.9.3"
 calcite = "1.40.0"
-comet = "0.8.1"
+comet = "0.10.0"
 datasketches = "6.2.0"
 delta-standalone = "3.3.2"
 delta-spark = "3.3.2"
diff --git a/spark/v3.4/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java b/spark/v3.4/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
index 0626d0b43985..bc8c29d1eb43 100644
--- a/spark/v3.4/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
+++ b/spark/v3.4/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
@@ -151,7 +151,7 @@ private OrcBatchReadConf orcBatchReadConf() {
   // - Parquet vectorization is enabled
   // - only primitives or metadata columns are projected
   // - all tasks are of FileScanTask type and read only Parquet files
-  private boolean useParquetBatchReads() {
+  protected boolean useParquetBatchReads() {
     return readConf.parquetVectorizationEnabled()
         && expectedSchema.columns().stream().allMatch(this::supportsParquetBatchReads)
         && taskGroups.stream().allMatch(this::supportsParquetBatchReads);
@@ -175,7 +175,7 @@ private boolean supportsParquetBatchReads(Types.NestedField field) {
     return field.type().isPrimitiveType() || MetadataColumns.isMetadataColumn(field.fieldId());
   }
 
-  private boolean useCometBatchReads() {
+  protected boolean useCometBatchReads() {
     return readConf.parquetVectorizationEnabled()
         && readConf.parquetReaderType() == ParquetReaderType.COMET
         && expectedSchema.columns().stream().allMatch(this::supportsCometBatchReads)
diff --git a/spark/v3.4/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java b/spark/v3.4/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
index 106b296de098..967b0d41d081 100644
--- a/spark/v3.4/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
+++ b/spark/v3.4/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
@@ -24,6 +24,7 @@
 import java.util.Optional;
 import java.util.function.Supplier;
 import java.util.stream.Collectors;
+import org.apache.comet.parquet.SupportsComet;
 import org.apache.iceberg.BlobMetadata;
 import org.apache.iceberg.ScanTask;
 import org.apache.iceberg.ScanTaskGroup;
@@ -95,7 +96,7 @@
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
-abstract class SparkScan implements Scan, SupportsReportStatistics {
+abstract class SparkScan implements Scan, SupportsReportStatistics, SupportsComet {
   private static final Logger LOG = LoggerFactory.getLogger(SparkScan.class);
   private static final String NDV_KEY = "ndv";
 
@@ -351,4 +352,10 @@ protected long adjustSplitSize(List<? extends ScanTask> tasks, long splitSize) {
       return splitSize;
     }
   }
+
+  @Override
+  public boolean isCometEnabled() {
+    SparkBatch batch = (SparkBatch) this.toBatch();
+    return batch.useCometBatchReads();
+  }
 }
diff --git a/spark/v3.5/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java b/spark/v3.5/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
index 0626d0b43985..74512504458a 100644
--- a/spark/v3.5/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
+++ b/spark/v3.5/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
@@ -151,7 +151,7 @@ private OrcBatchReadConf orcBatchReadConf() {
   // - Parquet vectorization is enabled
   // - only primitives or metadata columns are projected
   // - all tasks are of FileScanTask type and read only Parquet files
-  private boolean useParquetBatchReads() {
+  protected boolean useParquetBatchReads() {
     return readConf.parquetVectorizationEnabled()
         && expectedSchema.columns().stream().allMatch(this::supportsParquetBatchReads)
         && taskGroups.stream().allMatch(this::supportsParquetBatchReads);
@@ -175,19 +175,7 @@ private boolean supportsParquetBatchReads(Types.NestedField field) {
     return field.type().isPrimitiveType() || MetadataColumns.isMetadataColumn(field.fieldId());
   }
 
-  private boolean useCometBatchReads() {
-    return readConf.parquetVectorizationEnabled()
-        && readConf.parquetReaderType() == ParquetReaderType.COMET
-        && expectedSchema.columns().stream().allMatch(this::supportsCometBatchReads)
-        && taskGroups.stream().allMatch(this::supportsParquetBatchReads);
-  }
-
-  private boolean supportsCometBatchReads(Types.NestedField field) {
-    return field.type().isPrimitiveType()
-        && !field.type().typeId().equals(Type.TypeID.UUID)
-        && field.fieldId() != MetadataColumns.ROW_ID.fieldId()
-        && field.fieldId() != MetadataColumns.LAST_UPDATED_SEQUENCE_NUMBER.fieldId();
-  }
+q
 
   // conditions for using ORC batch reads:
   // - ORC vectorization is enabled
diff --git a/spark/v3.5/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java b/spark/v3.5/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
index 106b296de098..967b0d41d081 100644
--- a/spark/v3.5/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
+++ b/spark/v3.5/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
@@ -24,6 +24,7 @@
 import java.util.Optional;
 import java.util.function.Supplier;
 import java.util.stream.Collectors;
+import org.apache.comet.parquet.SupportsComet;
 import org.apache.iceberg.BlobMetadata;
 import org.apache.iceberg.ScanTask;
 import org.apache.iceberg.ScanTaskGroup;
@@ -95,7 +96,7 @@
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
-abstract class SparkScan implements Scan, SupportsReportStatistics {
+abstract class SparkScan implements Scan, SupportsReportStatistics, SupportsComet {
   private static final Logger LOG = LoggerFactory.getLogger(SparkScan.class);
   private static final String NDV_KEY = "ndv";
 
@@ -351,4 +352,10 @@ protected long adjustSplitSize(List<? extends ScanTask> tasks, long splitSize) {
       return splitSize;
     }
   }
+
+  @Override
+  public boolean isCometEnabled() {
+    SparkBatch batch = (SparkBatch) this.toBatch();
+    return batch.useCometBatchReads();
+  }
 }
diff --git a/spark/v4.0/build.gradle b/spark/v4.0/build.gradle
index 825bd17010ec..8f26055d239b 100644
--- a/spark/v4.0/build.gradle
+++ b/spark/v4.0/build.gradle
@@ -80,7 +80,7 @@ project(":iceberg-spark:iceberg-spark-${sparkMajorVersion}_${scalaVersion}") {
       exclude group: 'org.roaringbitmap'
     }
 
-    compileOnly "org.apache.datafusion:comet-spark-spark3.5_2.13:${libs.versions.comet.get()}"
+    compileOnly "org.apache.datafusion:comet-spark-spark${sparkMajorVersion}_2.13:${libs.versions.comet.get()}"
 
     implementation libs.parquet.column
     implementation libs.parquet.hadoop
@@ -190,7 +190,7 @@ project(":iceberg-spark:iceberg-spark-extensions-${sparkMajorVersion}_${scalaVer
     testImplementation libs.avro.avro
     testImplementation libs.parquet.hadoop
     testImplementation libs.awaitility
-    testImplementation "org.apache.datafusion:comet-spark-spark3.5_2.13:${libs.versions.comet.get()}"
+    testImplementation "org.apache.datafusion:comet-spark-spark${sparkMajorVersion}_2.13:${libs.versions.comet.get()}"
     testImplementation(testFixtures(project(':iceberg-parquet')))
 
     // Required because we remove antlr plugin dependencies from the compile configuration, see note above
diff --git a/spark/v4.0/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java b/spark/v4.0/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
index 0626d0b43985..a15f0ca75f4c 100644
--- a/spark/v4.0/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
+++ b/spark/v4.0/spark/src/main/java/org/apache/iceberg/spark/source/SparkBatch.java
@@ -175,7 +175,7 @@ private boolean supportsParquetBatchReads(Types.NestedField field) {
     return field.type().isPrimitiveType() || MetadataColumns.isMetadataColumn(field.fieldId());
   }
 
-  private boolean useCometBatchReads() {
+  protected boolean useCometBatchReads() {
     return readConf.parquetVectorizationEnabled()
         && readConf.parquetReaderType() == ParquetReaderType.COMET
         && expectedSchema.columns().stream().allMatch(this::supportsCometBatchReads)
diff --git a/spark/v4.0/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java b/spark/v4.0/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
index 106b296de098..967b0d41d081 100644
--- a/spark/v4.0/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
+++ b/spark/v4.0/spark/src/main/java/org/apache/iceberg/spark/source/SparkScan.java
@@ -24,6 +24,7 @@
 import java.util.Optional;
 import java.util.function.Supplier;
 import java.util.stream.Collectors;
+import org.apache.comet.parquet.SupportsComet;
 import org.apache.iceberg.BlobMetadata;
 import org.apache.iceberg.ScanTask;
 import org.apache.iceberg.ScanTaskGroup;
@@ -95,7 +96,7 @@
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
-abstract class SparkScan implements Scan, SupportsReportStatistics {
+abstract class SparkScan implements Scan, SupportsReportStatistics, SupportsComet {
   private static final Logger LOG = LoggerFactory.getLogger(SparkScan.class);
   private static final String NDV_KEY = "ndv";
 
@@ -351,4 +352,10 @@ protected long adjustSplitSize(List<? extends ScanTask> tasks, long splitSize) {
       return splitSize;
     }
   }
+
+  @Override
+  public boolean isCometEnabled() {
+    SparkBatch batch = (SparkBatch) this.toBatch();
+    return batch.useCometBatchReads();
+  }
 }