diff --git a/include/svs/index/vamana/dynamic_index.h b/include/svs/index/vamana/dynamic_index.h
index 9336f82e1..f35d57ff8 100644
--- a/include/svs/index/vamana/dynamic_index.h
+++ b/include/svs/index/vamana/dynamic_index.h
@@ -532,6 +532,9 @@ class MutableVamanaIndex {
             [&](const auto is, uint64_t /*tid*/) {
                 for (auto i : is) {
                     for (size_t j = 0, jmax = getsize<1>(ids); j < jmax; ++j) {
+                        if (ids.at(i, j) == static_cast<size_t>(-1)) {
+                            continue; // Padding from a filtered search.
+                        }
                         auto internal = lib::narrow_cast<Idx>(ids.at(i, j));
                         ids.at(i, j) = translate_internal_id(internal);
                     }
@@ -623,8 +626,12 @@ class MutableVamanaIndex {
         QueryResultView<I> results,
         const Queries& queries,
         const search_parameters_type& sp,
-        const lib::DefaultPredicate& cancel = lib::Returns(lib::Const<false>())
+        const lib::DefaultPredicate& cancel = lib::Returns(lib::Const<false>()),
+        const std::function<bool(size_t)>* pred = nullptr
     ) {
+        // Optional `pred`: only entries whose external id passes are returned. It is called
+        // from all search threads. Rows with fewer passing entries than requested are
+        // padded with id `size_t(-1)` and the worst score.
         threads::parallel_for(
             threadpool_,
             threads::StaticPartition{queries.size()},
@@ -637,23 +644,37 @@ class MutableVamanaIndex {
                         : sp.buffer_config_,
                     distance::comparator(distance_),
                     sp.search_buffer_visited_set_};
+                // Filtered: the buffer checks the filter itself (two heaps).
+                std::function<bool(Idx)> passes;
+                if (pred != nullptr) {
+                    passes = [&](Idx i) { return (*pred)(translator_.get_external(i)); };
+                    buffer.enable_heap(&passes);
+                }
 
                 auto prefetch_parameters = GreedySearchPrefetchParameters{
                     sp.prefetch_lookahead_, sp.prefetch_step_};
 
                 auto scratch = extensions::per_thread_batch_search_setup(data_, distance_);
 
-                extensions::per_thread_batch_search(
-                    data_,
-                    buffer,
-                    scratch,
-                    queries,
-                    results,
-                    threads::UnitRange{is},
-                    greedy_search_closure(prefetch_parameters, cancel),
-                    *this,
-                    cancel
-                );
+                auto run = [&](const auto& search) {
+                    extensions::per_thread_batch_search(
+                        data_,
+                        buffer,
+                        scratch,
+                        queries,
+                        results,
+                        threads::UnitRange{is},
+                        search,
+                        *this,
+                        cancel
+                    );
+                };
+                auto search = greedy_search_closure(prefetch_parameters, cancel);
+                if (pred == nullptr) {
+                    run(search);
+                } else {
+                    run(extensions::FilteredSearch<decltype(search)>{search, pred});
+                }
             }
         );
 
diff --git a/include/svs/index/vamana/dynamic_search_buffer.h b/include/svs/index/vamana/dynamic_search_buffer.h
index 9e8f304e3..e15b2e14b 100644
--- a/include/svs/index/vamana/dynamic_search_buffer.h
+++ b/include/svs/index/vamana/dynamic_search_buffer.h
@@ -26,6 +26,7 @@
 #include <cstring>
 #include <functional>
 #include <iostream>
+#include <limits>
 #include <optional>
 #include <type_traits>
 #include <unordered_set>
@@ -95,6 +96,17 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
     vector_type candidates_{};
     // An optional visited filter.
     std::optional<set_type> visited_{std::nullopt};
+    // Optional (`enable_heap`): keep `candidates_` as a min-heap (best entry on top)
+    // instead of a sorted list while searching. `cleanup()` sorts it once at the end and
+    // returns to the sorted-list behaviour.
+    // `passes_`: the filter, called with an internal id; a neighbor that fails it stays in
+    // the buffer (it is still visited) but is marked not valid.
+    bool use_heap_ = false;
+    const std::function<bool(Idx)>* passes_ = nullptr;
+    bool heap_sorted_ = false;
+    // Cached index of the best unvisited entry (`size()` if none); `npos` if stale.
+    static constexpr size_t npos = std::numeric_limits<size_t>::max();
+    mutable size_t heap_next_ = npos;
 
   public:
     MutableBuffer() = default;
@@ -197,6 +209,8 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
     /// @brief Prepare the buffer for a new search operation.
     void clear() {
         candidates_.clear();
+        heap_sorted_ = false;
+        heap_next_ = npos;
         best_unvisited_ = 0;
         roi_end_ = 0;
         valid_ = 0;
@@ -223,6 +237,13 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
 
     size_t capacity() const { return candidates_.capacity(); }
 
+    /// @brief Keep the buffer as a min-heap during search (search window = capacity). A
+    /// neighbor is valid only if it also passes `*passes` (called with its internal id).
+    void enable_heap(const std::function<bool(Idx)>* passes) {
+        use_heap_ = passes != nullptr;
+        passes_ = passes;
+    }
+
     /// @brief Return the number of valid elements currently contained in the buffer.
     size_t valid() const { return valid_; }
 
@@ -267,6 +288,9 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
     /// N.B.: If `done()` evaluates to `true`, do not try to extract further candidates
     /// from it using `next()`.
     bool done() const {
+        if (heap_mode()) {
+            return heap_best_unvisited() == size();
+        }
         // Until we've reached the target number of valid elements, we have to ignore
         // the state of `roi_end_`.
         return best_unvisited_ == ((valid() < target_valid_) ? size() : roi_end_);
@@ -282,6 +306,12 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
     /// Post-conditions:
     /// * The returned neighbor will be marked as visited.
     const_reference next() {
+        if (heap_mode()) {
+            reference node = candidates_[heap_best_unvisited()];
+            node.set_visited();
+            heap_next_ = npos;
+            return node;
+        }
         // Get the best unvisited node
         reference node = getindex(candidates_, best_unvisited_);
         node.set_visited();
@@ -302,6 +332,10 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
     ///
     /// Therefore, sequences of `push_back` must always be followed by a call to `sort`.
     void push_back(value_type neighbor) {
+        if (heap_mode()) {
+            heap_insert(neighbor);
+            return;
+        }
         // Follow the contract of not appending more valid elements than the capacity
         // allows.
         bool valid = neighbor.valid();
@@ -453,6 +487,9 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
 
     /// Insert the given neighbor into the search buffer.
     size_t insert(value_type neighbor) {
+        if (heap_mode()) {
+            return heap_insert(neighbor);
+        }
         if (can_skip(neighbor.distance())) {
             return size();
         }
@@ -505,6 +542,9 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
 
     // Sort all stored elements in the buffer.
     void sort() {
+        if (heap_mode()) {
+            return; // The heap is kept in order on every insert.
+        }
         assert(valid() <= valid_capacity_);
 
         // Put the elements in ascending order.
@@ -554,6 +594,11 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
 
     // TODO: Switch over to using iterators for the return values to avoid this.
     void cleanup() {
+        if (heap_mode()) {
+            // Sort once, then continue as a sorted list (e.g. for the top-up).
+            std::sort(begin(), end(), compare_);
+            heap_sorted_ = true;
+        }
         auto new_end =
             std::remove_if(begin(), end(), [](const auto& x) { return !x.valid(); });
         candidates_.resize(new_end - begin());
@@ -619,6 +664,93 @@ template <typename Idx, typename Cmp = std::less<>> class MutableBuffer {
     }
 
   private:
+    bool heap_mode() const { return use_heap_ && !heap_sorted_; }
+
+    // Min-heap order: the best entry on top.
+    auto heap_compare() const {
+        return [this](const value_type& a, const value_type& b) {
+            return compare_(b.distance(), a.distance());
+        };
+    }
+
+    // The worst valid entry is not on top of a min-heap: linear scan (`size()` if none).
+    size_t heap_worst_valid() const {
+        size_t worst = size();
+        for (size_t i = 0; i < size(); ++i) {
+            if (candidates_[i].valid() &&
+                (worst == size() ||
+                 compare_(candidates_[worst].distance(), candidates_[i].distance()))) {
+                worst = i;
+            }
+        }
+        return worst;
+    }
+
+    // Remove entry `i` (swap with the last, pop); the caller re-heapifies afterwards.
+    void heap_remove(size_t i) {
+        valid_ -= static_cast<size_t>(candidates_[i].valid());
+        candidates_[i] = candidates_.back();
+        candidates_.pop_back();
+    }
+
+    size_t heap_insert(value_type neighbor) {
+        // Same rules as the sorted list: skip entries worse than the worst valid one when
+        // full, and ids already present.
+        if (full() &&
+            compare_(candidates_[heap_worst_valid()].distance(), neighbor.distance())) {
+            return size();
+        }
+        for (const auto& candidate : candidates_) {
+            if (candidate.id() == neighbor.id()) {
+                return size() + 1;
+            }
+        }
+        // Only now (the entry could improve the results) is the filter called.
+        if (neighbor.valid() && !(*passes_)(neighbor.id())) {
+            neighbor = value_type(neighbor.id(), neighbor.distance(), false);
+        }
+        candidates_.push_back(neighbor);
+        std::push_heap(begin(), end(), heap_compare());
+        valid_ += static_cast<size_t>(neighbor.valid());
+        const size_t pushed = size();
+        // Too many valid entries: drop the worst valid one.
+        if (valid_ > valid_capacity_) {
+            heap_remove(heap_worst_valid());
+        }
+        // When full, invalid entries worse than the worst valid one are dropped.
+        if (full()) {
+            const auto worst = candidates_[heap_worst_valid()].distance();
+            for (size_t i = 0; i < size();) {
+                if (!candidates_[i].valid() && compare_(worst, candidates_[i].distance())) {
+                    heap_remove(i);
+                } else {
+                    ++i;
+                }
+            }
+        }
+        if (size() != pushed) {
+            std::make_heap(begin(), end(), heap_compare());
+        }
+        heap_next_ = npos;
+        return 0;
+    }
+
+    // Linear scan for the best unvisited entry; cached until the next insert or `next()`.
+    size_t heap_best_unvisited() const {
+        if (heap_next_ == npos) {
+            size_t best = size();
+            for (size_t i = 0; i < size(); ++i) {
+                if (!candidates_[i].visited() &&
+                    (best == size() ||
+                     compare_(candidates_[i].distance(), candidates_[best].distance()))) {
+                    best = i;
+                }
+            }
+            heap_next_ = best;
+        }
+        return heap_next_;
+    }
+
     /// Return how many more valid candidates exist than required.
     /// If the number of valid candidates is *less* than the target, a negative number
     /// is returned.
diff --git a/include/svs/index/vamana/extensions.h b/include/svs/index/vamana/extensions.h
index 96ffeaa06..883286b27 100644
--- a/include/svs/index/vamana/extensions.h
+++ b/include/svs/index/vamana/extensions.h
@@ -27,6 +27,9 @@
 #include "svs/lib/preprocessor.h"
 #include "svs/lib/threads.h"
 
+#include <functional>
+#include <limits>
+
 namespace svs::index::vamana::extensions {
 
 /////
@@ -432,12 +435,18 @@ struct VamanaSingleSearchType {
 /// with additional results.
 template <typename Index, typename SearchBuffer, typename Query>
 void check_and_supplement_search_buffer(
-    const Index& index, SearchBuffer& search_buffer, const Query& query
+    const Index& index,
+    SearchBuffer& search_buffer,
+    const Query& query,
+    const std::function<bool(size_t)>* pred = nullptr
 ) {
     if (search_buffer.valid() < search_buffer.target_window() &&
         search_buffer.valid() < index.size()) {
         search_buffer.sort();
         for (auto external_id : index.external_ids()) {
+            if (pred != nullptr && !(*pred)(external_id)) {
+                continue;
+            }
             auto internal_id = index.translate_external_id(external_id);
             auto dist = index.get_distance(external_id, query);
             auto builder = index.internal_search_builder();
@@ -449,6 +458,15 @@ void check_and_supplement_search_buffer(
     }
 }
 
+/// A search closure that also carries the filter of a filtered search.
+template <typename Search> struct FilteredSearch {
+    Search search;
+    const std::function<bool(size_t)>* pred;
+    template <typename... Args> void operator()(Args&&... args) const {
+        search(std::forward<Args>(args)...);
+    }
+};
+
 /// Customization point object for processing single queries.
 inline constexpr VamanaSingleSearchType single_search{};
 
@@ -481,7 +499,11 @@ SVS_FORCE_INLINE void svs_invoke(
     search(query, accessor, distance, search_buffer);
 
     if constexpr (Index::needs_id_translation) {
-        check_and_supplement_search_buffer(index, search_buffer, query);
+        const std::function<bool(size_t)>* pred = nullptr;
+        if constexpr (requires { search.pred; }) {
+            pred = search.pred; // Filtered search: keep filtered-out ids out of the top-up.
+        }
+        check_and_supplement_search_buffer(index, search_buffer, query, pred);
     }
 }
 
@@ -586,6 +608,16 @@ void svs_invoke(
 
         // Copy back results.
         for (size_t j = 0; j < num_neighbors; ++j) {
+            if constexpr (requires { search.pred; }) {
+                if (j >= search_buffer.size()) { // Filtered: fewer than k passed.
+                    result.index(i, j) = static_cast<I>(-1);
+                    result.distance(i, j) =
+                        distance::comparator(distance)(0.0f, 1.0f)
+                            ? std::numeric_limits<float>::infinity()
+                            : -std::numeric_limits<float>::infinity();
+                    continue;
+                }
+            }
             result.set(search_buffer[j], i, j);
         }
     }
diff --git a/include/svs/orchestrators/dynamic_vamana.h b/include/svs/orchestrators/dynamic_vamana.h
index 067c7c486..9619bdc7d 100644
--- a/include/svs/orchestrators/dynamic_vamana.h
+++ b/include/svs/orchestrators/dynamic_vamana.h
@@ -56,8 +56,21 @@ class DynamicVamanaInterface : public VamanaInterface {
 
     // Check if the index has been consolidated - no `Deleted` entries remain.
     virtual bool is_consolidated() const = 0;
+
+    // Filtered search; false if the data type does not support it. Keep last (ABI).
+    virtual bool filtered_search(
+        svs::QueryResultView<size_t> results,
+        AnonymousArray<2> queries,
+        const index::vamana::VamanaSearchParameters& search_parameters,
+        const std::function<bool(size_t)>& filter
+    ) = 0;
 };
 
+// Filtered search is only enabled for uncompressed data.
+template <typename T> inline constexpr bool is_simple_data = false;
+template <typename T, size_t Extent, typename Alloc>
+inline constexpr bool is_simple_data<data::SimpleData<T, Extent, Alloc>> = true;
+
 template <lib::TypeList QueryTypes, typename Impl>
 class DynamicVamanaImpl : public VamanaImpl<QueryTypes, Impl, DynamicVamanaInterface> {
   public:
@@ -109,6 +122,46 @@ class DynamicVamanaImpl : public VamanaImpl<QueryTypes, Impl, DynamicVamanaInter
 
     // Check if the index has been consolidated - no `Deleted` entries remain.
     bool is_consolidated() const override { return impl().is_consolidated(); }
+
+    bool filtered_search(
+        svs::QueryResultView<size_t> results,
+        AnonymousArray<2> queries,
+        const index::vamana::VamanaSearchParameters& search_parameters,
+        const std::function<bool(size_t)>& filter
+    ) override {
+        // Indexes whose `search` has no filter argument (e.g. the concurrent index) report
+        // "unsupported" like other data types.
+        constexpr bool supported =
+            is_simple_data<typename Impl::data_type> &&
+            requires(
+                Impl & idx,
+                svs::QueryResultView<size_t> r,
+                data::ConstSimpleDataView<float> q,
+                const index::vamana::VamanaSearchParameters& sp,
+                const std::function<bool(size_t)>* pred
+            ) { idx.search(r, q, sp, lib::Returns(lib::Const<false>()), pred); };
+        if constexpr (supported) {
+            lib::match(
+                QueryTypes{},
+                queries.type(),
+                [&]<typename T>(lib::Type<T> SVS_UNUSED(type)) {
+                    impl().search(
+                        results,
+                        data::ConstSimpleDataView<T>(queries),
+                        search_parameters,
+                        lib::Returns(lib::Const<false>()),
+                        &filter
+                    );
+                },
+                [&](svs::DataType data_type) {
+                    throw ANNEXCEPTION("Unsupported query datatype! Got: {}.", data_type);
+                }
+            );
+            return true;
+        } else {
+            return false;
+        }
+    }
 };
 
 // Forward Declaractions.
@@ -609,6 +662,20 @@ class DynamicVamana : public manager::IndexManager<DynamicVamanaInterface> {
 
     /// @brief Check if the index has been consolidated - no `Deleted` entries remain.
     bool is_consolidated() const { return impl_->is_consolidated(); }
+
+    /// @brief Filtered search: only ids for which ``filter(id)`` is true are returned.
+    /// Returns false if the data type does not support it.
+    template <typename QueryType>
+    bool filtered_search(
+        QueryResultView<size_t> results,
+        data::ConstSimpleDataView<QueryType> queries,
+        const VamanaSearchParameters& search_parameters,
+        const std::function<bool(size_t)>& filter
+    ) {
+        return impl_->filtered_search(
+            results, AnonymousArray<2>(queries), search_parameters, filter
+        );
+    }
 };
 
 ///