diff --git a/be/benchmark/benchmark_binary_plain_page_v2.hpp b/be/benchmark/benchmark_binary_plain_page_v2.hpp
new file mode 100644
index 00000000000000..53f15b6dbe0df2
--- /dev/null
+++ b/be/benchmark/benchmark_binary_plain_page_v2.hpp
@@ -0,0 +1,233 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+#pragma once
+
+#include <benchmark/benchmark.h>
+
+#include <cstdint>
+#include <cstring>
+#include <memory>
+#include <random>
+#include <string>
+#include <vector>
+
+#include "storage/cache/page_cache.h"
+#include "storage/segment/binary_plain_page_v2.h"
+#include "storage/segment/binary_plain_page_v2_pre_decoder.h"
+#include "storage/segment/binary_plain_page_v3.h"
+#include "storage/segment/binary_plain_page_v3_pre_decoder.h"
+#include "storage/segment/options.h"
+#include "storage/segment/page_builder.h"
+#include "storage/types.h"
+#include "util/slice.h"
+
+namespace doris {
+namespace segment_v2 {
+
+// Build a fixed corpus of strings of `value_len` bytes each. We reuse the same
+// corpus across V2 and V3 so the only variable left is the on-disk layout. A
+// deterministic RNG keeps results comparable across runs.
+inline std::vector<std::string> make_corpus(size_t num_elems, size_t value_len) {
+    std::mt19937 rng(0xC0FFEEu);
+    std::uniform_int_distribution<int> dist('a', 'z');
+    std::vector<std::string> corpus;
+    corpus.reserve(num_elems);
+    for (size_t i = 0; i < num_elems; ++i) {
+        std::string s(value_len, '\0');
+        for (size_t j = 0; j < value_len; ++j) {
+            s[j] = static_cast<char>(dist(rng));
+        }
+        corpus.emplace_back(std::move(s));
+    }
+    return corpus;
+}
+
+template <template <FieldType> class BuilderT>
+inline OwnedSlice build_page(const std::vector<std::string>& corpus) {
+    std::vector<Slice> slices;
+    slices.reserve(corpus.size());
+    for (const auto& s : corpus) {
+        slices.emplace_back(s);
+    }
+
+    PageBuilderOptions opts;
+    // Disable the size-bound check so the whole corpus lands in one page.
+    opts.data_page_size = 0;
+    opts.dict_page_size = 0;
+
+    PageBuilder* raw = nullptr;
+    Status st = BuilderT<FieldType::OLAP_FIELD_TYPE_VARCHAR>::create(&raw, opts);
+    CHECK(st.ok()) << st;
+    std::unique_ptr<PageBuilder> builder(raw);
+
+    size_t count = slices.size();
+    st = builder->add(reinterpret_cast<const uint8_t*>(slices.data()), &count);
+    CHECK(st.ok()) << st;
+    CHECK_EQ(count, slices.size());
+
+    OwnedSlice out;
+    st = builder->finish(&out);
+    CHECK(st.ok()) << st;
+    return out;
+}
+
+// Per-fixture: build the input page once outside the timed loop, then in each
+// iteration restore the input Slice (since decode() rewrites it to point at the
+// freshly-allocated V1 page) and measure only the decode call. We also report
+// per-element throughput so V2 vs V3 are easy to compare across (N, len).
+template <template <FieldType> class BuilderT, class PreDecoderT>
+inline void run_pre_decode_bm(benchmark::State& state) {
+    const size_t num_elems = static_cast<size_t>(state.range(0));
+    const size_t value_len = static_cast<size_t>(state.range(1));
+
+    auto corpus = make_corpus(num_elems, value_len);
+    OwnedSlice owned = build_page<BuilderT>(corpus);
+    const Slice original = owned.slice();
+
+    PreDecoderT pre_decoder;
+
+    for (auto _ : state) {
+        Slice page_slice = original;
+        std::unique_ptr<DataPage> decoded_page;
+        Status st = pre_decoder.decode(&decoded_page, &page_slice, /*size_of_tail=*/0,
+                                       /*use_cache=*/false, PageTypePB::DATA_PAGE,
+                                       /*file_path=*/std::string());
+        CHECK(st.ok()) << st;
+        benchmark::DoNotOptimize(page_slice);
+        benchmark::DoNotOptimize(decoded_page);
+        benchmark::ClobberMemory();
+    }
+
+    state.SetItemsProcessed(static_cast<int64_t>(state.iterations()) *
+                            static_cast<int64_t>(num_elems));
+    state.SetBytesProcessed(static_cast<int64_t>(state.iterations()) *
+                            static_cast<int64_t>(original.size));
+    state.counters["page_bytes"] = static_cast<double>(original.size);
+    state.counters["ns_per_elem"] = benchmark::Counter(
+            static_cast<double>(num_elems),
+            benchmark::Counter::kIsIterationInvariantRate | benchmark::Counter::kInvert);
+}
+
+inline void BM_BinaryPlainPageV2_PreDecode(benchmark::State& state) {
+    run_pre_decode_bm<BinaryPlainPageV2Builder, BinaryPlainPageV2PreDecoder>(state);
+}
+
+inline void BM_BinaryPlainPageV3_PreDecode(benchmark::State& state) {
+    run_pre_decode_bm<BinaryPlainPageV3Builder, BinaryPlainPageV3PreDecoder>(state);
+}
+
+// (num_elems, value_len) grid. Picks representative sizes: a "many small"
+// case (8 byte values like compact dictionary keys), a typical varchar case
+// (32, 128 bytes), and a "large value" case (1024 bytes). num_elems range
+// covers small / medium / page-sized pages.
+static void V2V3PreDecodeArgs(benchmark::internal::Benchmark* b) {
+    for (int n : {256, 1024, 4096, 16384}) {
+        for (int len : {8, 32, 128, 1024}) {
+            b->Args({n, len});
+        }
+    }
+}
+
+BENCHMARK(BM_BinaryPlainPageV2_PreDecode)->Apply(V2V3PreDecodeArgs);
+BENCHMARK(BM_BinaryPlainPageV3_PreDecode)->Apply(V2V3PreDecodeArgs);
+
+// ---------------------------------------------------------------------------
+// Fixed-page-size variants: pin to a production page size so we measure
+// pre-decode cost at realistic byte counts. num_elems is derived from
+// value_len so each input page lands at ~target_bytes.
+//   - 64 KiB matches STORAGE_PAGE_SIZE_DEFAULT_VALUE (default data page)
+//   - 256 KiB matches STORAGE_DICT_PAGE_SIZE_DEFAULT_VALUE (dict / large)
+// ---------------------------------------------------------------------------
+
+inline constexpr size_t kBenchPage64KiB = 64 * 1024;
+inline constexpr size_t kBenchPage256KiB = 256 * 1024;
+
+// Pick num_elems so that (varint_len + value_len) * num_elems ~= target_bytes.
+// Varint cost: 1 byte for value_len < 128, 2 bytes for value_len < 16384.
+inline size_t elems_for_target(size_t target_bytes, size_t value_len) {
+    const size_t varint_bytes = value_len < 128 ? 1 : 2;
+    const size_t per_entry = varint_bytes + value_len;
+    return target_bytes / per_entry;
+}
+
+template <template <FieldType> class BuilderT, class PreDecoderT, size_t TargetBytes>
+inline void run_pre_decode_fixed_page_bm(benchmark::State& state) {
+    const size_t value_len = static_cast<size_t>(state.range(0));
+    const size_t num_elems = elems_for_target(TargetBytes, value_len);
+
+    auto corpus = make_corpus(num_elems, value_len);
+    OwnedSlice owned = build_page<BuilderT>(corpus);
+    const Slice original = owned.slice();
+
+    PreDecoderT pre_decoder;
+    for (auto _ : state) {
+        Slice page_slice = original;
+        std::unique_ptr<DataPage> decoded_page;
+        Status st = pre_decoder.decode(&decoded_page, &page_slice, /*size_of_tail=*/0,
+                                       /*use_cache=*/false, PageTypePB::DATA_PAGE,
+                                       /*file_path=*/std::string());
+        CHECK(st.ok()) << st;
+        benchmark::DoNotOptimize(page_slice);
+        benchmark::DoNotOptimize(decoded_page);
+        benchmark::ClobberMemory();
+    }
+
+    state.SetItemsProcessed(static_cast<int64_t>(state.iterations()) *
+                            static_cast<int64_t>(num_elems));
+    state.SetBytesProcessed(static_cast<int64_t>(state.iterations()) *
+                            static_cast<int64_t>(original.size));
+    state.counters["num_elems"] = static_cast<double>(num_elems);
+    state.counters["page_bytes"] = static_cast<double>(original.size);
+    state.counters["ns_per_elem"] = benchmark::Counter(
+            static_cast<double>(num_elems),
+            benchmark::Counter::kIsIterationInvariantRate | benchmark::Counter::kInvert);
+}
+
+inline void BM_BinaryPlainPageV2_PreDecode_64KiB(benchmark::State& state) {
+    run_pre_decode_fixed_page_bm<BinaryPlainPageV2Builder, BinaryPlainPageV2PreDecoder,
+                                 kBenchPage64KiB>(state);
+}
+inline void BM_BinaryPlainPageV3_PreDecode_64KiB(benchmark::State& state) {
+    run_pre_decode_fixed_page_bm<BinaryPlainPageV3Builder, BinaryPlainPageV3PreDecoder,
+                                 kBenchPage64KiB>(state);
+}
+inline void BM_BinaryPlainPageV2_PreDecode_256KiB(benchmark::State& state) {
+    run_pre_decode_fixed_page_bm<BinaryPlainPageV2Builder, BinaryPlainPageV2PreDecoder,
+                                 kBenchPage256KiB>(state);
+}
+inline void BM_BinaryPlainPageV3_PreDecode_256KiB(benchmark::State& state) {
+    run_pre_decode_fixed_page_bm<BinaryPlainPageV3Builder, BinaryPlainPageV3PreDecoder,
+                                 kBenchPage256KiB>(state);
+}
+
+// value_len sweep. Each row produces a page near the target byte count;
+// num_elems is reported via the `num_elems` counter so the (N, len)
+// relationship is visible alongside the timing.
+static void V2V3PreDecodeFixedPageArgs(benchmark::internal::Benchmark* b) {
+    for (int len : {8, 16, 32, 64, 128, 256, 512, 1024, 4096}) {
+        b->Args({len});
+    }
+}
+
+BENCHMARK(BM_BinaryPlainPageV2_PreDecode_64KiB)->Apply(V2V3PreDecodeFixedPageArgs);
+BENCHMARK(BM_BinaryPlainPageV3_PreDecode_64KiB)->Apply(V2V3PreDecodeFixedPageArgs);
+BENCHMARK(BM_BinaryPlainPageV2_PreDecode_256KiB)->Apply(V2V3PreDecodeFixedPageArgs);
+BENCHMARK(BM_BinaryPlainPageV3_PreDecode_256KiB)->Apply(V2V3PreDecodeFixedPageArgs);
+
+} // namespace segment_v2
+} // namespace doris
diff --git a/be/benchmark/benchmark_main.cpp b/be/benchmark/benchmark_main.cpp
index 8d68717fedf4c7..6c43bf9ca5ce1b 100644
--- a/be/benchmark/benchmark_main.cpp
+++ b/be/benchmark/benchmark_main.cpp
@@ -27,11 +27,22 @@
 #include "benchmark_string.hpp"
 #include "benchmark_string_replace.hpp"
 #include "benchmark_zone_map_index.hpp"
-#include "binary_cast_benchmark.hpp"
+#include "runtime/exec_env.h"
+#include "runtime/memory/mem_tracker_limiter.h"
+#include "runtime/memory/thread_mem_tracker_mgr.h"
+#include "runtime/thread_context.h"
+// binary_cast_benchmark.hpp references TypeConverter / *Union types that no
+// longer exist in the tree; including it breaks the benchmark target. Disable
+// for now so the rest of the suite compiles.
+// #include "binary_cast_benchmark.hpp"
 #include "core/block/block.h"
 #include "core/column/column_string.h"
 #include "core/data_type/data_type.h"
 #include "core/data_type/data_type_string.h"
+// Keep our hpp last: it transitively pulls AWS SDK headers via
+// storage/cache/page_cache.h that shadow `TypeConverter` / fragile types used
+// by binary_cast_benchmark.hpp when placed before it.
+#include "benchmark_binary_plain_page_v2.hpp"
 
 namespace doris { // change if need
 
@@ -57,4 +68,23 @@ static void Example1(benchmark::State& state) {
 BENCHMARK(Example1);
 } // namespace doris
 
-BENCHMARK_MAIN();
+// Custom main: benchmarks that touch DataPage allocation require a Doris
+// ThreadContext + mem tracker, otherwise the allocator throws E-7412. Mirrors
+// the minimal subset of be/test/testutil/run_all_tests.cpp::main.
+int main(int argc, char** argv) {
+    SCOPED_INIT_THREAD_CONTEXT();
+    doris::ExecEnv::GetInstance()->init_mem_tracker();
+    doris::thread_context()->thread_mem_tracker_mgr->init();
+    auto bench_tracker = doris::MemTrackerLimiter::create_shared(
+            doris::MemTrackerLimiter::Type::GLOBAL, "BE-BENCH");
+    doris::thread_context()->thread_mem_tracker_mgr->attach_limiter_tracker(bench_tracker);
+    doris::ExecEnv::set_tracking_memory(false);
+
+    ::benchmark::Initialize(&argc, argv);
+    if (::benchmark::ReportUnrecognizedArguments(argc, argv)) {
+        return 1;
+    }
+    ::benchmark::RunSpecifiedBenchmarks();
+    ::benchmark::Shutdown();
+    return 0;
+}
diff --git a/be/src/storage/segment/binary_dict_page.cpp b/be/src/storage/segment/binary_dict_page.cpp
index 2a4438550ea400..dadb6477c5a000 100644
--- a/be/src/storage/segment/binary_dict_page.cpp
+++ b/be/src/storage/segment/binary_dict_page.cpp
@@ -41,22 +41,32 @@ struct StringRef;
 
 namespace segment_v2 {
 
+namespace {
+// Translate the schema-level BinaryPlainEncodingTypePB preference into the
+// concrete on-disk EncodingTypePB used by both the dict word page and the
+// fallback (non-dict) binary page builder.
+EncodingTypePB binary_plain_encoding_from_pref(BinaryPlainEncodingTypePB pref) {
+    switch (pref) {
+    case BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V3:
+        return PLAIN_ENCODING_V3;
+    case BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2:
+        return PLAIN_ENCODING_V2;
+    default:
+        return PLAIN_ENCODING;
+    }
+}
+} // namespace
+
 BinaryDictPageBuilder::BinaryDictPageBuilder(const PageBuilderOptions& options)
         : _options(options),
           _finished(false),
           _data_page_builder(nullptr),
           _dict_builder(nullptr),
           _encoding_type(DICT_ENCODING),
-          _dict_word_page_encoding_type(
-                  options.encoding_preference.binary_plain_encoding_default_impl ==
-                                  BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2
-                          ? PLAIN_ENCODING_V2
-                          : PLAIN_ENCODING),
-          _fallback_binary_encoding_type(
-                  options.encoding_preference.binary_plain_encoding_default_impl ==
-                                  BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2
-                          ? PLAIN_ENCODING_V2
-                          : PLAIN_ENCODING) {}
+          _dict_word_page_encoding_type(binary_plain_encoding_from_pref(
+                  options.encoding_preference.binary_plain_encoding_default_impl)),
+          _fallback_binary_encoding_type(binary_plain_encoding_from_pref(
+                  options.encoding_preference.binary_plain_encoding_default_impl)) {}
 
 Status BinaryDictPageBuilder::init() {
     // initially use DICT_ENCODING
diff --git a/be/src/storage/segment/binary_plain_page_v3.h b/be/src/storage/segment/binary_plain_page_v3.h
new file mode 100644
index 00000000000000..ef4d9325e48057
--- /dev/null
+++ b/be/src/storage/segment/binary_plain_page_v3.h
@@ -0,0 +1,167 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+// Binary plain page encoding V3.
+//
+// The page consists of:
+// Data:
+//   |binary1|binary2|...|binaryN|
+// Lengths (contiguous varuint block):
+//   |varuint_len1|varuint_len2|...|varuint_lenN|
+// Trailer:
+//   |data_block_size(32-bit fixed)|num_elems(32-bit fixed)|
+//
+// vs V2 (which interleaves length and data per-entry), V3 lets the pre-decoder
+// memcpy the entire data block in a single shot when converting to V1 layout,
+// and walk the varint lengths once to fill the offsets array.
+
+#pragma once
+
+#include "common/logging.h"
+#include "core/column/column_complex.h"
+#include "core/column/column_nullable.h"
+#include "storage/olap_common.h"
+#include "storage/segment/binary_plain_page.h"
+#include "storage/segment/options.h"
+#include "storage/segment/page_builder.h"
+#include "storage/segment/page_decoder.h"
+#include "storage/types.h"
+#include "util/coding.h"
+#include "util/faststring.h"
+
+namespace doris {
+namespace segment_v2 {
+
+template <FieldType Type>
+class BinaryPlainPageV3Builder : public PageBuilderHelper<BinaryPlainPageV3Builder<Type>> {
+public:
+    using Self = BinaryPlainPageV3Builder<Type>;
+    friend class PageBuilderHelper<Self>;
+
+    Status init() override { return reset(); }
+
+    bool is_page_full() override {
+        bool ret = false;
+        if (_options.is_dict_page) {
+            ret = _options.dict_page_size != 0 && _size_estimate > _options.dict_page_size;
+        } else {
+            ret = _options.data_page_size != 0 && _size_estimate > _options.data_page_size;
+        }
+        return ret;
+    }
+
+    Status add(const uint8_t* vals, size_t* count) override {
+        DCHECK(!_finished);
+        DCHECK_GT(*count, 0);
+        size_t i = 0;
+
+        while (!is_page_full() && i < *count) {
+            const auto* src = reinterpret_cast<const Slice*>(vals);
+            if constexpr (Type == FieldType::OLAP_FIELD_TYPE_BITMAP) {
+                if (_options.need_check_bitmap) {
+                    RETURN_IF_ERROR(BitmapTypeCode::validate(*(src->data)));
+                }
+            }
+
+            // Append the data straight into the contiguous data buffer.
+            RETURN_IF_CATCH_EXCEPTION(_data_buffer.append(src->data, src->size));
+
+            // Encode varuint length into a scratch buffer, then append.
+            uint8_t length_buffer[5]; // max varint32 size
+            uint8_t* ptr = encode_varint32(length_buffer, cast_set<uint32_t>(src->size));
+            size_t length_size = ptr - length_buffer;
+            RETURN_IF_CATCH_EXCEPTION(_lengths_buffer.append(length_buffer, length_size));
+
+            _num_elems++;
+            _size_estimate += src->size + length_size;
+            _raw_data_size += src->size;
+
+            i++;
+            vals += sizeof(Slice);
+        }
+
+        *count = i;
+        return Status::OK();
+    }
+
+    Status finish(OwnedSlice* slice) override {
+        DCHECK(!_finished);
+        _finished = true;
+        RETURN_IF_CATCH_EXCEPTION({
+            // Layout: |data...|lengths...|data_block_size(u32)|num_elems(u32)|
+            const uint32_t data_block_size = cast_set<uint32_t>(_data_buffer.size());
+            // Append lengths after data.
+            _data_buffer.append(_lengths_buffer.data(), _lengths_buffer.size());
+            // Trailer: data_block_size, num_elems.
+            put_fixed32_le(&_data_buffer, data_block_size);
+            put_fixed32_le(&_data_buffer, _num_elems);
+            *slice = _data_buffer.build();
+        });
+        return Status::OK();
+    }
+
+    Status reset() override {
+        RETURN_IF_CATCH_EXCEPTION({
+            _data_buffer.clear();
+            _lengths_buffer.clear();
+            _data_buffer.reserve(_options.data_page_size == 0 ? 1024
+                                                              : std::min(_options.data_page_size,
+                                                                         _options.dict_page_size));
+            _lengths_buffer.reserve(256);
+            _num_elems = 0;
+            // Reserve the trailer (data_block_size + num_elems).
+            _size_estimate = 2 * sizeof(uint32_t);
+            _finished = false;
+            _raw_data_size = 0;
+        });
+        return Status::OK();
+    }
+
+    size_t count() const override { return _num_elems; }
+
+    uint64_t size() const override { return _size_estimate; }
+
+    uint64_t get_raw_data_size() const override { return _raw_data_size; }
+
+private:
+    BinaryPlainPageV3Builder(const PageBuilderOptions& options)
+            : _size_estimate(0), _options(options) {}
+
+    faststring _data_buffer;
+    faststring _lengths_buffer;
+    uint32_t _num_elems = 0;
+    size_t _size_estimate = 0;
+    bool _finished = false;
+    PageBuilderOptions _options;
+    uint64_t _raw_data_size = 0;
+};
+
+// V3 decoder behaves identically to the V1 decoder because the V3 pre-decoder
+// converts the on-disk V3 layout to the V1 (offsets-array) layout before the
+// page is put into the page cache. The decoder operating on the cached page
+// therefore only needs to know how to read the V1 layout.
+template <FieldType Type>
+class BinaryPlainPageV3Decoder : public BinaryPlainPageDecoder<Type> {
+public:
+    BinaryPlainPageV3Decoder(Slice data) : BinaryPlainPageDecoder<Type>(data) {}
+
+    BinaryPlainPageV3Decoder(Slice data, const PageDecoderOptions& options)
+            : BinaryPlainPageDecoder<Type>(data, options) {}
+};
+
+} // namespace segment_v2
+} // namespace doris
diff --git a/be/src/storage/segment/binary_plain_page_v3_pre_decoder.h b/be/src/storage/segment/binary_plain_page_v3_pre_decoder.h
new file mode 100644
index 00000000000000..cadd931111575f
--- /dev/null
+++ b/be/src/storage/segment/binary_plain_page_v3_pre_decoder.h
@@ -0,0 +1,134 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+#pragma once
+
+#include "storage/cache/page_cache.h"
+#include "storage/segment/encoding_info.h"
+#include "util/coding.h"
+
+namespace doris {
+namespace segment_v2 {
+
+/**
+ * @brief Pre-decoder for BinaryPlainPageV3.
+ *
+ * Converts the V3 layout (contiguous data + contiguous varuint length block)
+ * to the V1 layout (offsets array trailer) so the cached page can be served
+ * with O(1) seek.
+ *
+ * V3 format (input):
+ *   |binary1|binary2|...|binaryN|varuint_len1|...|varuint_lenN|
+ *   |data_block_size(32-bit)|num_elems(32-bit)|
+ *
+ * V1 format (output, same as BinaryPlainPageV2PreDecoder):
+ *   |binary1|...|binaryN|offset1(32-bit)|...|offsetN(32-bit)|num_elems(32-bit)|
+ *
+ * Win vs V2: the binary block can be memcpy'd in a single shot — the length
+ * decode loop only updates the running offset, with no data-pointer dependency
+ * to chase, so the two passes are independent and the data block is touched
+ * exactly once (vs once per entry in V2).
+ */
+struct BinaryPlainPageV3PreDecoder : public DataPagePreDecoder {
+    Status decode(std::unique_ptr<DataPage>* page, Slice* page_slice, size_t size_of_tail,
+                  bool _use_cache, segment_v2::PageTypePB page_type, const std::string& file_path,
+                  size_t size_of_prefix = 0) override {
+        // V3 trailer is two u32 words: data_block_size then num_elems.
+        constexpr size_t kV3TrailerSize = 2 * sizeof(uint32_t);
+
+        if (page_slice->size < kV3TrailerSize + size_of_tail) {
+            return Status::Corruption("Invalid V3 page size: {}, expected at least {} in file: {}",
+                                      page_slice->size, kV3TrailerSize + size_of_tail, file_path);
+        }
+
+        // page_slice->size >= kV3TrailerSize + size_of_tail is enforced above,
+        // so data.size = page_slice->size - size_of_tail >= kV3TrailerSize.
+        Slice data(page_slice->data, page_slice->size - size_of_tail);
+
+        const uint8_t* data_begin = reinterpret_cast<const uint8_t*>(data.data);
+        const uint8_t* trailer_ptr = data_begin + data.size - kV3TrailerSize;
+        uint32_t data_block_size = decode_fixed32_le(trailer_ptr);
+        uint32_t num_elems = decode_fixed32_le(trailer_ptr + sizeof(uint32_t));
+
+        // Use subtraction form to avoid uint32_t wraparound on a malicious
+        // data_block_size close to UINT32_MAX. data.size >= kV3TrailerSize.
+        if (data_block_size > data.size - kV3TrailerSize) {
+            return Status::Corruption("V3 data_block_size {} exceeds available data {} in file: {}",
+                                      data_block_size, data.size - kV3TrailerSize, file_path);
+        }
+
+        const uint8_t* lengths_ptr = data_begin + data_block_size;
+        const uint8_t* lengths_limit = trailer_ptr;
+
+        // V1 output sizing.
+        const size_t offsets_size = static_cast<size_t>(num_elems) * sizeof(uint32_t);
+        const size_t v1_data_size = data_block_size + offsets_size + sizeof(uint32_t);
+        const size_t total_size = size_of_prefix + v1_data_size + size_of_tail;
+
+        std::unique_ptr<DataPage> decoded_page =
+                std::make_unique<DataPage>(total_size, _use_cache, page_type);
+        Slice decoded_slice(decoded_page->data(), total_size);
+        char* output = decoded_slice.data + size_of_prefix;
+
+        // 1. Single memcpy of the entire binary payload.
+        if (data_block_size > 0) {
+            memcpy(output, data_begin, data_block_size);
+        }
+        output += data_block_size;
+
+        // 2. Walk varints once, write the running offsets array.
+        const uint8_t* ptr = lengths_ptr;
+        uint32_t running = 0;
+        for (uint32_t i = 0; i < num_elems; ++i) {
+            if (ptr >= lengths_limit) {
+                return Status::Corruption(
+                        "V3 unexpected end of length block at element {} in file: {}", i,
+                        file_path);
+            }
+            uint32_t len = 0;
+            ptr = decode_varint32_ptr(ptr, lengths_limit, &len);
+            if (ptr == nullptr) {
+                return Status::Corruption("V3 failed to decode varuint at element {} in file: {}",
+                                          i, file_path);
+            }
+            encode_fixed32_le(reinterpret_cast<uint8_t*>(output), running);
+            output += sizeof(uint32_t);
+            running += len;
+        }
+
+        if (running != data_block_size) {
+            return Status::Corruption("V3 sum of lengths {} != data_block_size {} in file: {}",
+                                      running, data_block_size, file_path);
+        }
+
+        // 3. num_elems trailer.
+        encode_fixed32_le(reinterpret_cast<uint8_t*>(output), num_elems);
+        output += sizeof(uint32_t);
+
+        // 4. Tail (footer + null map) carried through unchanged.
+        if (size_of_tail > 0) {
+            memcpy(output, page_slice->data + page_slice->size - size_of_tail, size_of_tail);
+        }
+
+        *page_slice = decoded_slice;
+        *page = std::move(decoded_page);
+        return Status::OK();
+    }
+};
+
+} // namespace segment_v2
+} // namespace doris
diff --git a/be/src/storage/segment/encoding_info.cpp b/be/src/storage/segment/encoding_info.cpp
index 9fdad8504063aa..2e8604e766c53c 100644
--- a/be/src/storage/segment/encoding_info.cpp
+++ b/be/src/storage/segment/encoding_info.cpp
@@ -34,6 +34,8 @@
 #include "storage/segment/binary_plain_page.h"
 #include "storage/segment/binary_plain_page_v2.h"
 #include "storage/segment/binary_plain_page_v2_pre_decoder.h"
+#include "storage/segment/binary_plain_page_v3.h"
+#include "storage/segment/binary_plain_page_v3_pre_decoder.h"
 #include "storage/segment/binary_prefix_page.h"
 #include "storage/segment/bitshuffle_page.h"
 #include "storage/segment/bitshuffle_page_pre_decoder.h"
@@ -94,6 +96,30 @@ struct TypeEncodingTraits<type, PLAIN_ENCODING_V2, Slice> {
     }
 };
 
+template <FieldType type, typename CppType>
+struct TypeEncodingTraits<type, PLAIN_ENCODING_V3, CppType> {
+    static Status create_page_builder(const PageBuilderOptions& opts, PageBuilder** builder) {
+        return PlainPageBuilder<type>::create(builder, opts);
+    }
+    static Status create_page_decoder(const Slice& data, const PageDecoderOptions& opts,
+                                      PageDecoder** decoder) {
+        *decoder = new PlainPageDecoder<type>(data, opts);
+        return Status::OK();
+    }
+};
+
+template <FieldType type>
+struct TypeEncodingTraits<type, PLAIN_ENCODING_V3, Slice> {
+    static Status create_page_builder(const PageBuilderOptions& opts, PageBuilder** builder) {
+        return BinaryPlainPageV3Builder<type>::create(builder, opts);
+    }
+    static Status create_page_decoder(const Slice& data, const PageDecoderOptions& opts,
+                                      PageDecoder** decoder) {
+        *decoder = new BinaryPlainPageV3Decoder<type>(data, opts);
+        return Status::OK();
+    }
+};
+
 template <FieldType type, typename CppType>
 struct TypeEncodingTraits<type, BIT_SHUFFLE, CppType,
                           typename std::enable_if<!std::is_same<CppType, Slice>::value>::type> {
@@ -246,26 +272,31 @@ EncodingInfoResolver::EncodingInfoResolver() {
     _add_map<FieldType::OLAP_FIELD_TYPE_CHAR, DICT_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_CHAR, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_CHAR, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_CHAR, PLAIN_ENCODING_V3>();
     _add_map<FieldType::OLAP_FIELD_TYPE_CHAR, PREFIX_ENCODING, true>();
 
     _add_map<FieldType::OLAP_FIELD_TYPE_VARCHAR, DICT_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_VARCHAR, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_VARCHAR, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_VARCHAR, PLAIN_ENCODING_V3>();
     _add_map<FieldType::OLAP_FIELD_TYPE_VARCHAR, PREFIX_ENCODING, true>();
 
     _add_map<FieldType::OLAP_FIELD_TYPE_STRING, DICT_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_STRING, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_STRING, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_STRING, PLAIN_ENCODING_V3>();
     _add_map<FieldType::OLAP_FIELD_TYPE_STRING, PREFIX_ENCODING, true>();
 
     _add_map<FieldType::OLAP_FIELD_TYPE_JSONB, DICT_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_JSONB, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_JSONB, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_JSONB, PLAIN_ENCODING_V3>();
     _add_map<FieldType::OLAP_FIELD_TYPE_JSONB, PREFIX_ENCODING, true>();
 
     _add_map<FieldType::OLAP_FIELD_TYPE_VARIANT, DICT_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_VARIANT, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_VARIANT, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_VARIANT, PLAIN_ENCODING_V3>();
     _add_map<FieldType::OLAP_FIELD_TYPE_VARIANT, PREFIX_ENCODING, true>();
 
     _add_map<FieldType::OLAP_FIELD_TYPE_BOOL, RLE>();
@@ -323,15 +354,19 @@ EncodingInfoResolver::EncodingInfoResolver() {
 
     _add_map<FieldType::OLAP_FIELD_TYPE_HLL, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_HLL, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_HLL, PLAIN_ENCODING_V3>();
 
     _add_map<FieldType::OLAP_FIELD_TYPE_BITMAP, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_BITMAP, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_BITMAP, PLAIN_ENCODING_V3>();
 
     _add_map<FieldType::OLAP_FIELD_TYPE_QUANTILE_STATE, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_QUANTILE_STATE, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_QUANTILE_STATE, PLAIN_ENCODING_V3>();
 
     _add_map<FieldType::OLAP_FIELD_TYPE_AGG_STATE, PLAIN_ENCODING>();
     _add_map<FieldType::OLAP_FIELD_TYPE_AGG_STATE, PLAIN_ENCODING_V2>();
+    _add_map<FieldType::OLAP_FIELD_TYPE_AGG_STATE, PLAIN_ENCODING_V3>();
 }
 
 EncodingInfoResolver::~EncodingInfoResolver() {
@@ -387,6 +422,20 @@ EncodingTypePB EncodingInfoResolver::get_default_encoding(FieldType type,
                             },
                     .target_encoding = PLAIN_ENCODING_V2},
 
+            // Hook 1b: Binary types - PLAIN_ENCODING -> PLAIN_ENCODING_V3
+            // Applies when: type is binary, encoding is PLAIN_ENCODING, and config enables v3.
+            // V3 hook is placed before the v2 hook in the future would be wrong; both keys
+            // are mutually exclusive at the source enum, so order is informational only.
+            EncodingTransform {
+                    .predicate =
+                            [](FieldType type, EncodingTypePB encoding,
+                               EncodingPreference encoding_preference, bool optimize_value_seek) {
+                                return encoding == PLAIN_ENCODING && is_binary_type(type) &&
+                                       encoding_preference.binary_plain_encoding_default_impl ==
+                                               BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V3;
+                            },
+                    .target_encoding = PLAIN_ENCODING_V3},
+
             // Hook 2: Integer types - any encoding -> PLAIN_ENCODING
             // Applies when: type is integer and config enables plain encoding for integers
             EncodingTransform {
@@ -451,6 +500,10 @@ EncodingInfo::EncodingInfo(TraitsClass traits)
         if constexpr (std::is_same_v<typename TraitsClass::CppType, Slice>) {
             _data_page_pre_decoder = std::make_unique<BinaryPlainPageV2PreDecoder>();
         }
+    } else if (_encoding == PLAIN_ENCODING_V3) {
+        if constexpr (std::is_same_v<typename TraitsClass::CppType, Slice>) {
+            _data_page_pre_decoder = std::make_unique<BinaryPlainPageV3PreDecoder>();
+        }
     }
 }
 
diff --git a/be/src/storage/segment/segment_writer.cpp b/be/src/storage/segment/segment_writer.cpp
index 917777f24ebfbd..2ac0c031ed2fb1 100644
--- a/be/src/storage/segment/segment_writer.cpp
+++ b/be/src/storage/segment/segment_writer.cpp
@@ -297,10 +297,19 @@ Status SegmentWriter::_create_column_writer(uint32_t cid, const TabletColumn& co
                 (page_size > 0) ? page_size : segment_v2::ROW_STORE_PAGE_SIZE_DEFAULT_VALUE;
         // Row store data is already serialized as a single blob. Keep it on plain pages
         // to avoid introducing dictionary pages for the hidden row store column.
-        opts.meta->set_encoding(_tablet_schema->binary_plain_encoding_default_impl() ==
-                                                BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2
-                                        ? PLAIN_ENCODING_V2
-                                        : PLAIN_ENCODING);
+        EncodingTypePB row_store_encoding = PLAIN_ENCODING;
+        switch (_tablet_schema->binary_plain_encoding_default_impl()) {
+        case BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V3:
+            row_store_encoding = PLAIN_ENCODING_V3;
+            break;
+        case BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2:
+            row_store_encoding = PLAIN_ENCODING_V2;
+            break;
+        default:
+            row_store_encoding = PLAIN_ENCODING;
+            break;
+        }
+        opts.meta->set_encoding(row_store_encoding);
     }
 
     opts.rowset_ctx = _opts.rowset_ctx;
diff --git a/be/src/storage/segment/vertical_segment_writer.cpp b/be/src/storage/segment/vertical_segment_writer.cpp
index 68fa8acd1edc01..d1aeed7496ed4c 100644
--- a/be/src/storage/segment/vertical_segment_writer.cpp
+++ b/be/src/storage/segment/vertical_segment_writer.cpp
@@ -304,10 +304,19 @@ Status VerticalSegmentWriter::_create_column_writer(uint32_t cid, const TabletCo
                 (page_size > 0) ? page_size : segment_v2::ROW_STORE_PAGE_SIZE_DEFAULT_VALUE;
         // Row store data is already serialized as a single blob. Keep it on plain pages
         // to avoid introducing dictionary pages for the hidden row store column.
-        opts.meta->set_encoding(_tablet_schema->binary_plain_encoding_default_impl() ==
-                                                BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2
-                                        ? PLAIN_ENCODING_V2
-                                        : PLAIN_ENCODING);
+        EncodingTypePB row_store_encoding = PLAIN_ENCODING;
+        switch (_tablet_schema->binary_plain_encoding_default_impl()) {
+        case BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V3:
+            row_store_encoding = PLAIN_ENCODING_V3;
+            break;
+        case BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2:
+            row_store_encoding = PLAIN_ENCODING_V2;
+            break;
+        default:
+            row_store_encoding = PLAIN_ENCODING;
+            break;
+        }
+        opts.meta->set_encoding(row_store_encoding);
     }
 
     opts.rowset_ctx = _opts.rowset_ctx;
diff --git a/be/src/storage/tablet/tablet_meta.cpp b/be/src/storage/tablet/tablet_meta.cpp
index d11b69f59f308b..8f0a2f1a528d47 100644
--- a/be/src/storage/tablet/tablet_meta.cpp
+++ b/be/src/storage/tablet/tablet_meta.cpp
@@ -270,15 +270,15 @@ TabletMeta::TabletMeta(int64_t table_id, int64_t partition_id, int64_t tablet_id
         schema_pb_for_data->set_integer_type_default_use_plain_encoding(true);
         _schema->set_integer_type_default_use_plain_encoding(true);
         schema_pb_for_data->set_binary_plain_encoding_default_impl(
-                BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2);
+                BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V3);
         _schema->set_binary_plain_encoding_default_impl(
-                BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2);
+                BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V3);
 
         if (schema_pb_for_row_binlog != nullptr) {
             schema_pb_for_row_binlog->set_is_external_segment_column_meta_used(true);
             schema_pb_for_row_binlog->set_integer_type_default_use_plain_encoding(true);
             schema_pb_for_row_binlog->set_binary_plain_encoding_default_impl(
-                    BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V2);
+                    BinaryPlainEncodingTypePB::BINARY_PLAIN_ENCODING_V3);
         }
         break;
     default:
diff --git a/be/test/storage/segment/binary_plain_page_v3_test.cpp b/be/test/storage/segment/binary_plain_page_v3_test.cpp
new file mode 100644
index 00000000000000..3fc82a636c0955
--- /dev/null
+++ b/be/test/storage/segment/binary_plain_page_v3_test.cpp
@@ -0,0 +1,393 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+#include "storage/segment/binary_plain_page_v3.h"
+
+#include <gtest/gtest.h>
+
+#include <limits>
+#include <memory>
+#include <vector>
+
+#include "common/logging.h"
+#include "core/column/column_string.h"
+#include "storage/cache/page_cache.h"
+#include "storage/olap_common.h"
+#include "storage/segment/binary_plain_page_v3_pre_decoder.h"
+#include "storage/segment/page_builder.h"
+#include "storage/segment/page_decoder.h"
+#include "storage/types.h"
+#include "util/coding.h"
+
+namespace doris {
+namespace segment_v2 {
+
+class BinaryPlainPageV3Test : public testing::Test {
+public:
+    BinaryPlainPageV3Test() = default;
+    ~BinaryPlainPageV3Test() override = default;
+
+    // Apply the V3 pre-decode step so the resulting Slice / DataPage matches
+    // the V1 layout consumed by BinaryPlainPageDecoder.
+    Status apply_pre_decode(Slice& page_slice, std::unique_ptr<DataPage>& decoded_page) {
+        BinaryPlainPageV3PreDecoder pre_decoder;
+        return pre_decoder.decode(&decoded_page, &page_slice, 0, false, PageTypePB::DATA_PAGE, "");
+    }
+
+    template <FieldType Type>
+    std::unique_ptr<PageBuilder> make_builder(size_t data_page_size = 256 * 1024) {
+        PageBuilderOptions opts;
+        opts.data_page_size = data_page_size;
+
+        PageBuilder* raw = nullptr;
+        Status st = BinaryPlainPageV3Builder<Type>::create(&raw, opts);
+        EXPECT_TRUE(st.ok()) << st;
+        return std::unique_ptr<PageBuilder>(raw);
+    }
+
+    template <FieldType Type>
+    OwnedSlice build_page(const std::vector<Slice>& slices) {
+        auto builder = make_builder<Type>();
+        size_t count = slices.size();
+        Status st = builder->add(reinterpret_cast<const uint8_t*>(slices.data()), &count);
+        EXPECT_TRUE(st.ok()) << st;
+        EXPECT_EQ(slices.size(), count);
+
+        OwnedSlice owned;
+        st = builder->finish(&owned);
+        EXPECT_TRUE(st.ok()) << st;
+        return owned;
+    }
+
+    template <FieldType Type>
+    void test_encode_decode_page(const std::vector<std::string>& src_strings) {
+        std::vector<Slice> slices;
+        slices.reserve(src_strings.size());
+        for (const auto& s : src_strings) {
+            slices.emplace_back(s);
+        }
+
+        OwnedSlice owned = build_page<Type>(slices);
+        Slice page_slice = owned.slice();
+        std::unique_ptr<DataPage> decoded_page;
+        ASSERT_TRUE(apply_pre_decode(page_slice, decoded_page).ok());
+
+        PageDecoderOptions decoder_options;
+        BinaryPlainPageV3Decoder<Type> decoder(page_slice, decoder_options);
+        ASSERT_TRUE(decoder.init().ok());
+        ASSERT_EQ(slices.size(), decoder.count());
+
+        MutableColumnPtr column = ColumnString::create();
+        size_t num_to_read = slices.size();
+        ASSERT_TRUE(decoder.next_batch(&num_to_read, column).ok());
+        ASSERT_EQ(slices.size(), num_to_read);
+        ASSERT_EQ(slices.size(), column->size());
+
+        auto* string_column = assert_cast<ColumnString*>(column.get());
+        for (size_t i = 0; i < slices.size(); ++i) {
+            EXPECT_EQ(src_strings[i], string_column->get_data_at(i).to_string())
+                    << "Mismatch at index " << i;
+        }
+    }
+
+    template <FieldType Type>
+    void test_seek_in_page(const std::vector<std::string>& src_strings) {
+        std::vector<Slice> slices;
+        slices.reserve(src_strings.size());
+        for (const auto& s : src_strings) {
+            slices.emplace_back(s);
+        }
+
+        OwnedSlice owned = build_page<Type>(slices);
+        Slice page_slice = owned.slice();
+        std::unique_ptr<DataPage> decoded_page;
+        ASSERT_TRUE(apply_pre_decode(page_slice, decoded_page).ok());
+
+        PageDecoderOptions decoder_options;
+        BinaryPlainPageV3Decoder<Type> decoder(page_slice, decoder_options);
+        ASSERT_TRUE(decoder.init().ok());
+
+        const std::vector<size_t> seek_positions = {0, 2, slices.size() / 2, slices.size() - 1};
+        for (size_t pos : seek_positions) {
+            if (pos >= slices.size()) continue;
+
+            ASSERT_TRUE(decoder.seek_to_position_in_page(pos).ok());
+            EXPECT_EQ(pos, decoder.current_index());
+
+            MutableColumnPtr column = ColumnString::create();
+            size_t n = 1;
+            ASSERT_TRUE(decoder.next_batch(&n, column).ok());
+            EXPECT_EQ(1, n);
+            auto* sc = assert_cast<ColumnString*>(column.get());
+            EXPECT_EQ(src_strings[pos], sc->get_data_at(0).to_string())
+                    << "Mismatch at seek position " << pos;
+        }
+    }
+
+    template <FieldType Type>
+    void test_read_by_rowids(const std::vector<std::string>& src_strings) {
+        std::vector<Slice> slices;
+        slices.reserve(src_strings.size());
+        for (const auto& s : src_strings) {
+            slices.emplace_back(s);
+        }
+
+        OwnedSlice owned = build_page<Type>(slices);
+        Slice page_slice = owned.slice();
+        std::unique_ptr<DataPage> decoded_page;
+        ASSERT_TRUE(apply_pre_decode(page_slice, decoded_page).ok());
+
+        PageDecoderOptions decoder_options;
+        BinaryPlainPageV3Decoder<Type> decoder(page_slice, decoder_options);
+        ASSERT_TRUE(decoder.init().ok());
+
+        std::vector<rowid_t> rowids;
+        rowids.push_back(0);
+        rowids.push_back(2);
+        rowids.push_back(3);
+        rowids.push_back(static_cast<rowid_t>(slices.size() - 1));
+        ordinal_t page_first_ordinal = 0;
+
+        MutableColumnPtr column = ColumnString::create();
+        size_t num_to_read = rowids.size();
+        ASSERT_TRUE(decoder.read_by_rowids(rowids.data(), page_first_ordinal, &num_to_read, column)
+                            .ok());
+        EXPECT_EQ(rowids.size(), num_to_read);
+
+        auto* sc = assert_cast<ColumnString*>(column.get());
+        for (size_t i = 0; i < rowids.size(); ++i) {
+            EXPECT_EQ(src_strings[rowids[i]], sc->get_data_at(i).to_string())
+                    << "Mismatch at rowid " << rowids[i];
+        }
+    }
+
+    template <FieldType Type>
+    void test_empty_page() {
+        auto builder = make_builder<Type>();
+        OwnedSlice owned;
+        ASSERT_TRUE(builder->finish(&owned).ok());
+        EXPECT_EQ(0, builder->count());
+
+        Slice page_slice = owned.slice();
+        std::unique_ptr<DataPage> decoded_page;
+        ASSERT_TRUE(apply_pre_decode(page_slice, decoded_page).ok());
+
+        PageDecoderOptions decoder_options;
+        BinaryPlainPageV3Decoder<Type> decoder(page_slice, decoder_options);
+        ASSERT_TRUE(decoder.init().ok());
+        EXPECT_EQ(0, decoder.count());
+
+        MutableColumnPtr column = ColumnString::create();
+        size_t n = 1;
+        ASSERT_TRUE(decoder.next_batch(&n, column).ok());
+        EXPECT_EQ(0, n);
+        EXPECT_EQ(0, column->size());
+    }
+
+    template <FieldType Type>
+    void test_page_full() {
+        // Tiny size_estimate budget triggers is_page_full() before we drain all input.
+        auto builder = make_builder<Type>(/*data_page_size=*/128);
+
+        std::vector<std::string> src_strings;
+        for (int i = 0; i < 100; ++i) {
+            src_strings.push_back("test_string_" + std::to_string(i));
+        }
+        std::vector<Slice> slices;
+        slices.reserve(src_strings.size());
+        for (const auto& s : src_strings) {
+            slices.emplace_back(s);
+        }
+
+        size_t added = 0;
+        for (size_t i = 0; i < slices.size(); ++i) {
+            if (builder->is_page_full()) break;
+            size_t n = 1;
+            ASSERT_TRUE(builder->add(reinterpret_cast<const uint8_t*>(&slices[i]), &n).ok());
+            if (n > 0) added++;
+        }
+        EXPECT_GT(added, 0);
+        EXPECT_LT(added, slices.size());
+        EXPECT_TRUE(builder->is_page_full());
+    }
+
+    template <FieldType Type>
+    void test_various_length_strings() {
+        std::vector<std::string> src_strings;
+        src_strings.push_back("");
+        src_strings.push_back("a");
+        src_strings.push_back("ab");
+        src_strings.push_back("Hello, World!");
+        src_strings.push_back("Apache Doris is great");
+        src_strings.push_back(std::string(1000, 'x'));
+        src_strings.push_back("test\n\r\t");
+        src_strings.push_back("中文测试");
+        test_encode_decode_page<Type>(src_strings);
+    }
+
+    template <FieldType Type>
+    void test_reset() {
+        auto builder = make_builder<Type>();
+
+        std::vector<std::string> src_strings = {"test1", "test2"};
+        std::vector<Slice> slices;
+        slices.reserve(src_strings.size());
+        for (const auto& s : src_strings) {
+            slices.emplace_back(s);
+        }
+
+        size_t count = slices.size();
+        ASSERT_TRUE(builder->add(reinterpret_cast<const uint8_t*>(slices.data()), &count).ok());
+        EXPECT_EQ(2, builder->count());
+
+        ASSERT_TRUE(builder->reset().ok());
+        EXPECT_EQ(0, builder->count());
+
+        count = slices.size();
+        ASSERT_TRUE(builder->add(reinterpret_cast<const uint8_t*>(slices.data()), &count).ok());
+        EXPECT_EQ(2, builder->count());
+    }
+};
+
+// -------- VARCHAR --------
+TEST_F(BinaryPlainPageV3Test, TestEncodeDecodeVarchar) {
+    test_encode_decode_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>(
+            {"Hello", "World", "Apache", "Doris"});
+}
+TEST_F(BinaryPlainPageV3Test, TestSeekVarchar) {
+    test_seek_in_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>({"a", "b", "c", "d", "e", "f"});
+}
+TEST_F(BinaryPlainPageV3Test, TestReadByRowidsVarchar) {
+    test_read_by_rowids<FieldType::OLAP_FIELD_TYPE_VARCHAR>(
+            {"first", "second", "third", "fourth", "fifth"});
+}
+TEST_F(BinaryPlainPageV3Test, TestEmptyPageVarchar) {
+    test_empty_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>();
+}
+TEST_F(BinaryPlainPageV3Test, TestPageFullVarchar) {
+    test_page_full<FieldType::OLAP_FIELD_TYPE_VARCHAR>();
+}
+TEST_F(BinaryPlainPageV3Test, TestVariousLengthStringsVarchar) {
+    test_various_length_strings<FieldType::OLAP_FIELD_TYPE_VARCHAR>();
+}
+TEST_F(BinaryPlainPageV3Test, TestResetVarchar) {
+    test_reset<FieldType::OLAP_FIELD_TYPE_VARCHAR>();
+}
+TEST_F(BinaryPlainPageV3Test, TestLargeNumberOfStrings) {
+    std::vector<std::string> v;
+    for (int i = 0; i < 1000; ++i) v.push_back("string_" + std::to_string(i));
+    test_encode_decode_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>(v);
+}
+TEST_F(BinaryPlainPageV3Test, TestSingleString) {
+    test_encode_decode_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>({"single"});
+}
+
+// -------- STRING / CHAR --------
+TEST_F(BinaryPlainPageV3Test, TestEncodeDecodeString) {
+    test_encode_decode_page<FieldType::OLAP_FIELD_TYPE_STRING>({"String1", "String2", "String3"});
+}
+TEST_F(BinaryPlainPageV3Test, TestEncodeDecodeChar) {
+    test_encode_decode_page<FieldType::OLAP_FIELD_TYPE_CHAR>({"char1", "char2", "char3"});
+}
+
+// -------- V3-specific: varint length boundaries --------
+// Varint32 length encoding crosses byte boundaries at 128 and 16384. Probe
+// the three width bands so we catch off-by-one bugs in the length-scan loop.
+TEST_F(BinaryPlainPageV3Test, TestVarintBoundaryLengths) {
+    std::vector<std::string> v;
+    // 1-byte varint band (<128).
+    v.push_back(std::string(0, 'a'));   // empty -> varint 0x00
+    v.push_back(std::string(1, 'a'));   // 1
+    v.push_back(std::string(127, 'a')); // last 1-byte varint
+    // 2-byte varint band ([128, 16384)).
+    v.push_back(std::string(128, 'b')); // first 2-byte varint
+    v.push_back(std::string(255, 'b'));
+    v.push_back(std::string(16383, 'b')); // last 2-byte varint
+    // 3-byte varint band ([16384, 2M)).
+    v.push_back(std::string(16384, 'c')); // first 3-byte varint
+    v.push_back(std::string(20000, 'c'));
+
+    test_encode_decode_page<FieldType::OLAP_FIELD_TYPE_STRING>(v);
+}
+
+// V3-specific: cross-check the raw trailer layout. data_block_size sits
+// directly before num_elems, both little-endian uint32_t.
+TEST_F(BinaryPlainPageV3Test, TestRawTrailerLayout) {
+    std::vector<std::string> src = {"abc", "defgh", "ij"}; // sizes 3, 5, 2 = 10 bytes data
+    std::vector<Slice> slices;
+    for (const auto& s : src) slices.emplace_back(s);
+
+    OwnedSlice owned = build_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>(slices);
+    Slice page = owned.slice();
+    ASSERT_GE(page.size, 2 * sizeof(uint32_t));
+
+    const auto* trailer = reinterpret_cast<const uint8_t*>(page.data + page.size - 8);
+    uint32_t data_block_size = decode_fixed32_le(trailer);
+    uint32_t num_elems = decode_fixed32_le(trailer + sizeof(uint32_t));
+
+    EXPECT_EQ(3, num_elems);
+    EXPECT_EQ(3 + 5 + 2, data_block_size);
+
+    // Data bytes are contiguous from offset 0; spot-check the first byte of
+    // each entry to confirm V3 does not interleave lengths.
+    EXPECT_EQ('a', page.data[0]);
+    EXPECT_EQ('d', page.data[3]);
+    EXPECT_EQ('i', page.data[8]);
+}
+
+// V3-specific: corruption rejection. Truncated trailer must be detected.
+TEST_F(BinaryPlainPageV3Test, TestCorruptionTooSmall) {
+    OwnedSlice owned = build_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>({Slice("x")});
+    // Shrink the page below the V3 trailer size (2 * uint32_t).
+    Slice page = owned.slice();
+    page.size = sizeof(uint32_t); // intentionally short
+    std::unique_ptr<DataPage> decoded_page;
+    Status st = apply_pre_decode(page, decoded_page);
+    EXPECT_FALSE(st.ok());
+}
+
+// V3-specific: a data_block_size close to UINT32_MAX must not pass the bounds
+// check via uint32 wraparound. With the old `data_block_size + kV3TrailerSize`
+// comparison, picking data_block_size = UINT32_MAX - 4 would overflow back to
+// a small value (< data.size) and slip through. The subtraction form rejects
+// it cleanly.
+TEST_F(BinaryPlainPageV3Test, TestCorruptionDataBlockSizeOverflow) {
+    OwnedSlice owned = build_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>({Slice("hello")});
+    Slice page = owned.slice();
+    auto* trailer = reinterpret_cast<uint8_t*>(const_cast<char*>(page.data) + page.size - 8);
+    encode_fixed32_le(trailer, std::numeric_limits<uint32_t>::max() - 4);
+    std::unique_ptr<DataPage> decoded_page;
+    Status st = apply_pre_decode(page, decoded_page);
+    EXPECT_FALSE(st.ok());
+}
+
+// V3-specific: data_block_size lying about how much data is present must be
+// rejected before we try to read past the page.
+TEST_F(BinaryPlainPageV3Test, TestCorruptionInflatedDataBlockSize) {
+    OwnedSlice owned = build_page<FieldType::OLAP_FIELD_TYPE_VARCHAR>({Slice("hello")});
+    Slice page = owned.slice();
+    // Rewrite the data_block_size field (8 bytes from end) to a value larger
+    // than the actual data section.
+    auto* trailer = reinterpret_cast<uint8_t*>(const_cast<char*>(page.data) + page.size - 8);
+    encode_fixed32_le(trailer, static_cast<uint32_t>(page.size + 1));
+    std::unique_ptr<DataPage> decoded_page;
+    Status st = apply_pre_decode(page, decoded_page);
+    EXPECT_FALSE(st.ok());
+}
+
+} // namespace segment_v2
+} // namespace doris
diff --git a/gensrc/proto/olap_file.proto b/gensrc/proto/olap_file.proto
index 4b70c65ff66ea3..44cfd779ff9867 100644
--- a/gensrc/proto/olap_file.proto
+++ b/gensrc/proto/olap_file.proto
@@ -598,6 +598,7 @@ enum StorageMediumPB {
 enum BinaryPlainEncodingTypePB {
     BINARY_PLAIN_ENCODING_V1 = 1;
     BINARY_PLAIN_ENCODING_V2 = 2;
+    BINARY_PLAIN_ENCODING_V3 = 3;
 }
 
 message S3StorageParamPB {
diff --git a/gensrc/proto/segment_v2.proto b/gensrc/proto/segment_v2.proto
index 3c8e646acd9b2f..6fb6fa5fe037a5 100644
--- a/gensrc/proto/segment_v2.proto
+++ b/gensrc/proto/segment_v2.proto
@@ -41,6 +41,7 @@ enum EncodingTypePB {
     BIT_SHUFFLE = 6;
     FOR_ENCODING = 7; // Frame-Of-Reference
     PLAIN_ENCODING_V2 = 8; // Binary plain with varuint length prefix
+    PLAIN_ENCODING_V3 = 9; // Binary plain with contiguous data + contiguous varuint lengths trailer
 }
 
 enum CompressionTypePB {