diff --git a/include/paimon/read_context.h b/include/paimon/read_context.h
index 3eb4b4551..708dd9a66 100644
--- a/include/paimon/read_context.h
+++ b/include/paimon/read_context.h
@@ -106,7 +106,7 @@ class PAIMON_EXPORT ReadContext {
     uint32_t GetRowToBatchThreadNumber() const {
         return row_to_batch_thread_number_;
     }
-    const std::optional<std::string>& GetSpecificTableSchema() {
+    const std::optional<std::string>& GetSpecificTableSchema() const {
         return table_schema_;
     }
     std::shared_ptr<MemoryPool> GetMemoryPool() const {
diff --git a/include/paimon/scan_context.h b/include/paimon/scan_context.h
index faa9b0170..39a364029 100644
--- a/include/paimon/scan_context.h
+++ b/include/paimon/scan_context.h
@@ -49,6 +49,7 @@ class PAIMON_EXPORT ScanContext {
                 const std::shared_ptr<MemoryPool>& memory_pool,
                 const std::shared_ptr<Executor>& executor,
                 const std::shared_ptr<FileSystem>& specific_file_system,
+                const std::optional<std::string>& table_schema,
                 const std::map<std::string, std::string>& options,
                 const std::shared_ptr<Cache>& cache);
 
@@ -88,6 +89,10 @@ class PAIMON_EXPORT ScanContext {
         return specific_file_system_;
     }
 
+    const std::optional<std::string>& GetSpecificTableSchema() const {
+        return table_schema_;
+    }
+
     std::shared_ptr<Cache> GetCache() const {
         return cache_;
     }
@@ -101,6 +106,7 @@ class PAIMON_EXPORT ScanContext {
     std::shared_ptr<MemoryPool> memory_pool_;
     std::shared_ptr<Executor> executor_;
     std::shared_ptr<FileSystem> specific_file_system_;
+    std::optional<std::string> table_schema_;
     std::map<std::string, std::string> options_;
     std::shared_ptr<Cache> cache_;
 };
@@ -185,6 +191,18 @@ class PAIMON_EXPORT ScanContextBuilder {
     /// @note If not set, use default file system (configured in `Options::FILE_SYSTEM`)
     ScanContextBuilder& WithFileSystem(const std::shared_ptr<FileSystem>& file_system);
 
+    /// Set the table schema as a string to avoid schema loading I/O operations.
+    ///
+    /// This optimization allows the scanner to use a pre-loaded schema instead of
+    /// reading it from the table metadata, which can improve performance especially
+    /// in scenarios with many small scan operations.
+    ///
+    /// @param table_schema String representation of the table schema.
+    /// @return Reference to this builder for method chaining.
+    /// @note The user must ensure that the schema string is valid and matches the table.
+    /// @note If not set, the schema will be loaded from the table path.
+    ScanContextBuilder& SetTableSchema(const std::string& table_schema);
+
     /// Inject a cache for scan operations. Passing nullptr disables cache.
     /// @return Reference to this builder for method chaining.
     ScanContextBuilder& WithCache(const std::shared_ptr<Cache>& cache);
diff --git a/src/paimon/common/reader/prefetch_file_batch_reader_impl.cpp b/src/paimon/common/reader/prefetch_file_batch_reader_impl.cpp
index c960d4563..ca9b494b7 100644
--- a/src/paimon/common/reader/prefetch_file_batch_reader_impl.cpp
+++ b/src/paimon/common/reader/prefetch_file_batch_reader_impl.cpp
@@ -153,6 +153,7 @@ PrefetchFileBatchReaderImpl::~PrefetchFileBatchReaderImpl() {
 Status PrefetchFileBatchReaderImpl::SetReadSchema(
     ::ArrowSchema* read_schema, const std::shared_ptr<Predicate>& predicate,
     const std::optional<RoaringBitmap32>& selection_bitmap) {
+    PAIMON_RETURN_NOT_OK(CleanUp());
     PAIMON_ASSIGN_OR_RAISE_FROM_ARROW(std::shared_ptr<arrow::Schema> schema,
                                       arrow::ImportSchema(read_schema));
     for (const auto& reader : readers_) {
@@ -162,11 +163,15 @@ Status PrefetchFileBatchReaderImpl::SetReadSchema(
     }
     selection_bitmap_ = selection_bitmap;
     predicate_ = predicate;
-    return RefreshReadRanges();
+    return RefreshReadRangesAfterCleanUp();
 }
 
 Status PrefetchFileBatchReaderImpl::RefreshReadRanges() {
     PAIMON_RETURN_NOT_OK(CleanUp());
+    return RefreshReadRangesAfterCleanUp();
+}
+
+Status PrefetchFileBatchReaderImpl::RefreshReadRangesAfterCleanUp() {
     bool need_prefetch;
     PAIMON_ASSIGN_OR_RAISE(auto read_ranges, readers_[0]->GenReadRanges(&need_prefetch));
 
@@ -279,6 +284,7 @@ Status PrefetchFileBatchReaderImpl::CleanUp() {
     read_ranges_.clear();
     read_ranges_in_group_.clear();
     current_batch_global_row_ids_.clear();
+    read_ranges_freshed_ = false;
     clean_prefetch_queue();
     for (size_t i = 0; i < readers_pos_.size(); i++) {
         readers_pos_[i]->store(0);
diff --git a/src/paimon/common/reader/prefetch_file_batch_reader_impl.h b/src/paimon/common/reader/prefetch_file_batch_reader_impl.h
index 19f936c8f..36a0efdd9 100644
--- a/src/paimon/common/reader/prefetch_file_batch_reader_impl.h
+++ b/src/paimon/common/reader/prefetch_file_batch_reader_impl.h
@@ -129,6 +129,7 @@ class PrefetchFileBatchReaderImpl : public PrefetchFileBatchReader {
     static std::vector<std::vector<std::pair<uint64_t, uint64_t>>> DispatchReadRanges(
         const std::vector<std::pair<uint64_t, uint64_t>>& read_ranges, size_t reader_count);
 
+    Status RefreshReadRangesAfterCleanUp();
     Result<std::pair<uint64_t, uint64_t>> EofRange() const;
     std::optional<std::pair<uint64_t, uint64_t>> GetCurrentReadRange(size_t reader_idx) const;
     Status EnsureReaderPosition(size_t reader_idx,
diff --git a/src/paimon/core/operation/scan_context.cpp b/src/paimon/core/operation/scan_context.cpp
index b09183eed..5bea9ba36 100644
--- a/src/paimon/core/operation/scan_context.cpp
+++ b/src/paimon/core/operation/scan_context.cpp
@@ -33,6 +33,7 @@ ScanContext::ScanContext(const std::string& path, bool is_streaming_mode,
                          const std::shared_ptr<MemoryPool>& memory_pool,
                          const std::shared_ptr<Executor>& executor,
                          const std::shared_ptr<FileSystem>& specific_file_system,
+                         const std::optional<std::string>& table_schema,
                          const std::map<std::string, std::string>& options,
                          const std::shared_ptr<Cache>& cache)
     : path_(path),
@@ -43,6 +44,7 @@ ScanContext::ScanContext(const std::string& path, bool is_streaming_mode,
       memory_pool_(memory_pool),
       executor_(executor),
       specific_file_system_(specific_file_system),
+      table_schema_(table_schema),
       options_(options),
       cache_(cache) {}
 
@@ -62,6 +64,7 @@ class ScanContextBuilder::Impl {
         memory_pool_ = GetDefaultPool();
         executor_ = CreateDefaultExecutor();
         specific_file_system_.reset();
+        table_schema_ = std::nullopt;
         options_.clear();
         cache_.reset();
     }
@@ -77,6 +80,7 @@ class ScanContextBuilder::Impl {
     std::shared_ptr<MemoryPool> memory_pool_ = GetDefaultPool();
     std::shared_ptr<Executor> executor_ = CreateDefaultExecutor();
     std::shared_ptr<FileSystem> specific_file_system_;
+    std::optional<std::string> table_schema_;
     std::map<std::string, std::string> options_;
     std::shared_ptr<Cache> cache_;
 };
@@ -147,6 +151,11 @@ ScanContextBuilder& ScanContextBuilder::WithFileSystem(
     return *this;
 }
 
+ScanContextBuilder& ScanContextBuilder::SetTableSchema(const std::string& table_schema) {
+    impl_->table_schema_ = table_schema;
+    return *this;
+}
+
 ScanContextBuilder& ScanContextBuilder::WithCache(const std::shared_ptr<Cache>& cache) {
     impl_->cache_ = cache;
     return *this;
@@ -162,7 +171,7 @@ Result<std::unique_ptr<ScanContext>> ScanContextBuilder::Finish() {
         std::make_shared<ScanFilter>(impl_->predicates_, impl_->partition_filters_,
                                      impl_->bucket_filter_),
         impl_->global_index_result_, impl_->memory_pool_, impl_->executor_,
-        impl_->specific_file_system_, impl_->options_, impl_->cache_);
+        impl_->specific_file_system_, impl_->table_schema_, impl_->options_, impl_->cache_);
     impl_->Reset();
     return ctx;
 }
diff --git a/src/paimon/core/operation/scan_context_test.cpp b/src/paimon/core/operation/scan_context_test.cpp
index 4a6e544e5..f724fab65 100644
--- a/src/paimon/core/operation/scan_context_test.cpp
+++ b/src/paimon/core/operation/scan_context_test.cpp
@@ -66,6 +66,7 @@ TEST(ScanContextTest, TestSetContent) {
     builder.WithExecutor(executor);
     auto fs = std::make_shared<MockFileSystem>();
     builder.WithFileSystem(fs);
+    builder.SetTableSchema("table-schema-json");
     auto manifest_cache = std::make_shared<LruCache>(1024);
     builder.WithCache(manifest_cache);
     ASSERT_OK_AND_ASSIGN(auto ctx, builder.Finish());
@@ -79,6 +80,8 @@ TEST(ScanContextTest, TestSetContent) {
     ASSERT_EQ("{1,2,4,5}", ctx->GetGlobalIndexResult()->ToString());
     ASSERT_EQ(memory_pool, ctx->GetMemoryPool());
     ASSERT_EQ(executor, ctx->GetExecutor());
+    ASSERT_TRUE(ctx->GetSpecificTableSchema().has_value());
+    ASSERT_EQ("table-schema-json", ctx->GetSpecificTableSchema().value());
     std::map<std::string, std::string> expected_options = {{"key", "value"}};
     ASSERT_EQ(expected_options, ctx->GetOptions());
     ASSERT_EQ(fs, ctx->GetSpecificFileSystem());
diff --git a/src/paimon/core/table/source/table_scan.cpp b/src/paimon/core/table/source/table_scan.cpp
index 7869cf8b5..8caff10d6 100644
--- a/src/paimon/core/table/source/table_scan.cpp
+++ b/src/paimon/core/table/source/table_scan.cpp
@@ -194,13 +194,20 @@ Result<std::unique_ptr<TableScan>> NewDataTableScan(const std::shared_ptr<ScanCo
         CoreOptions tmp_options,
         CoreOptions::FromMap(context->GetOptions(), context->GetSpecificFileSystem(), {}));
     std::string branch = BranchManager::NormalizeBranch(tmp_options.GetBranch());
-    SchemaManager schema_manager(tmp_options.GetFileSystem(), context->GetPath(), branch);
-    PAIMON_ASSIGN_OR_RAISE(std::optional<std::shared_ptr<TableSchema>> latest_table_schema,
-                           schema_manager.Latest());
-    if (latest_table_schema == std::nullopt) {
-        return Status::Invalid("not found latest schema");
+    std::shared_ptr<TableSchema> table_schema;
+    const auto& specific_table_schema = context->GetSpecificTableSchema();
+    if (branch == BranchManager::DEFAULT_MAIN_BRANCH && specific_table_schema) {
+        PAIMON_ASSIGN_OR_RAISE(table_schema,
+                               TableSchema::CreateFromJson(specific_table_schema.value()));
+    } else {
+        SchemaManager schema_manager(tmp_options.GetFileSystem(), context->GetPath(), branch);
+        PAIMON_ASSIGN_OR_RAISE(std::optional<std::shared_ptr<TableSchema>> latest_table_schema,
+                               schema_manager.Latest());
+        if (latest_table_schema == std::nullopt) {
+            return Status::Invalid("not found latest schema");
+        }
+        table_schema = latest_table_schema.value();
     }
-    const auto& table_schema = latest_table_schema.value();
     // merge options
     auto options = table_schema->Options();
     for (const auto& [key, value] : context->GetOptions()) {
diff --git a/test/inte/scan_inte_test.cpp b/test/inte/scan_inte_test.cpp
index 75c4c0e36..51363774f 100644
--- a/test/inte/scan_inte_test.cpp
+++ b/test/inte/scan_inte_test.cpp
@@ -16,6 +16,7 @@
 
 #include <cstdint>
 #include <cstring>
+#include <filesystem>
 #include <limits>
 #include <map>
 #include <memory>
@@ -396,6 +397,76 @@ TEST_P(ScanInteTest, TestScanAppendWithSnapshot3) {
     CheckResult(expected_data_splits, result_data_splits);
 }
 
+TEST_P(ScanInteTest, TestScanAppendWithSpecificTableSchema) {
+    std::string data_dir = paimon::test::GetDataDir();
+    if (!std::filesystem::exists(data_dir + "orc/append_09.db/append_09/schema/schema-0")) {
+        data_dir = "../" + data_dir;
+    }
+    std::string table_path = data_dir + "orc/append_09.db/append_09";
+
+    auto check_result = [&](const std::optional<std::string>& specific_table_schema) {
+        ScanContextBuilder context_builder(table_path);
+        context_builder.AddOption(Options::SCAN_SNAPSHOT_ID, "3");
+        if (specific_table_schema) {
+            context_builder.SetTableSchema(specific_table_schema.value());
+        }
+        ASSERT_OK_AND_ASSIGN(auto scan_context, FinishScanContext(context_builder));
+        ASSERT_OK_AND_ASSIGN(auto table_scan, TableScan::Create(std::move(scan_context)));
+        ASSERT_OK_AND_ASSIGN(auto result_plan, table_scan->CreatePlan());
+
+        ASSERT_EQ(result_plan->SnapshotId().value(), 3);
+
+        auto result_data_splits = CollectDataSplits(result_plan);
+        DataSplitImpl::Builder builder1(BinaryRowGenerator::GenerateRow({10}, pool_.get()),
+                                        /*bucket=*/0, /*bucket_path=*/
+                                        data_dir + "orc/append_09.db/append_09/f1=10/bucket-0",
+                                        {meta_snapshot1_partition10_bucket0_});
+        auto expected_data_split1 =
+            std::dynamic_pointer_cast<DataSplitImpl>(builder1.WithTotalBuckets(2)
+                                                         .WithSnapshot(3)
+                                                         .IsStreaming(false)
+                                                         .RawConvertible(true)
+                                                         .Build()
+                                                         .value());
+
+        DataSplitImpl::Builder builder2(
+            BinaryRowGenerator::GenerateRow({10}, pool_.get()), /*bucket=*/1, /*bucket_path=*/
+            data_dir + "orc/append_09.db/append_09/f1=10/bucket-1",
+            {meta_snapshot1_partition10_bucket1_, meta_snapshot2_partition10_bucket1_,
+             meta_snapshot3_partition10_bucket1_});
+        auto expected_data_split2 =
+            std::dynamic_pointer_cast<DataSplitImpl>(builder2.WithTotalBuckets(2)
+                                                         .WithSnapshot(3)
+                                                         .IsStreaming(false)
+                                                         .RawConvertible(true)
+                                                         .Build()
+                                                         .value());
+
+        DataSplitImpl::Builder builder3(
+            BinaryRowGenerator::GenerateRow({20}, pool_.get()), /*bucket=*/0, /*bucket_path=*/
+            data_dir + "orc/append_09.db/append_09/f1=20/bucket-0",
+            {meta_snapshot1_partition20_bucket0_, meta_snapshot2_partition20_bucket0_});
+        auto expected_data_split3 =
+            std::dynamic_pointer_cast<DataSplitImpl>(builder3.WithTotalBuckets(2)
+                                                         .WithSnapshot(3)
+                                                         .IsStreaming(false)
+                                                         .RawConvertible(true)
+                                                         .Build()
+                                                         .value());
+
+        std::vector<std::shared_ptr<DataSplitImpl>> expected_data_splits = {
+            expected_data_split1, expected_data_split2, expected_data_split3};
+        CheckResult(expected_data_splits, result_data_splits);
+    };
+
+    check_result(std::nullopt);
+
+    auto fs = std::make_shared<LocalFileSystem>();
+    std::string schema_str;
+    ASSERT_OK(fs->ReadFile(table_path + "/schema/schema-0", &schema_str));
+    check_result(std::optional<std::string>(schema_str));
+}
+
 TEST_P(ScanInteTest, TestScanInvalidSnapshot) {
     std::string table_path = paimon::test::GetDataDir() + "orc/append_09.db/append_09";
     ScanContextBuilder context_builder(table_path);