diff --git a/include/cuco/bloom_filter.cuh b/include/cuco/bloom_filter.cuh
index 38f841db8..607462e3d 100644
--- a/include/cuco/bloom_filter.cuh
+++ b/include/cuco/bloom_filter.cuh
@@ -8,6 +8,7 @@
 #include <cuco/bloom_filter_policy.cuh>
 #include <cuco/bloom_filter_ref.cuh>
 #include <cuco/detail/storage/storage_base.cuh>
+#include <cuco/detail/utility/strong_type.cuh>
 #include <cuco/extent.cuh>
 #include <cuco/hash_functions.cuh>
 #include <cuco/utility/allocator.hpp>
@@ -16,6 +17,7 @@
 #include <cuda/atomic>
 #include <cuda/std/array>
 #include <cuda/std/cstddef>
+#include <cuda/std/type_traits>
 #include <cuda/stream_ref>
 
 #include <cstddef>
@@ -24,6 +26,11 @@
 
 namespace cuco {
 
+/**
+ * @brief A strong type wrapper for specifying a Bloom filter storage budget in bytes.
+ */
+CUCO_DEFINE_STRONG_TYPE(bloom_filter_bytes, std::size_t)
+
 /**
  * @brief A GPU-accelerated Bloom filter.
  *
@@ -116,6 +123,40 @@ class bloom_filter {
                                  Allocator const& alloc         = {},
                                  cuda::stream_ref stream = cuda::stream_ref{cudaStream_t{nullptr}});
 
+  /**
+   * @brief Constructs a Bloom filter within a storage budget in bytes.
+   *
+   * The allocated size is rounded down to a whole number of filter blocks and capped at
+   * `max_size()`.
+   *
+   * @note This overload requires a dynamic extent.
+   *
+   * @throws cuco::logic_error If the budget cannot accommodate one filter block
+   *
+   * @param size_bytes Storage budget in bytes
+   * @param scope The scope in which operations will be performed
+   * @param policy Fingerprint generation policy
+   * @param alloc Allocator used for allocating device-accessible storage
+   * @param stream CUDA stream used to initialize the filter
+   */
+  template <class E = Extent,
+            class   = cuda::std::enable_if_t<
+                cuda::std::is_same_v<E, cuco::extent<typename Extent::value_type>>>>
+  __host__ explicit bloom_filter(bloom_filter_bytes size_bytes,
+                                 cuda_thread_scope<Scope> scope = {},
+                                 Policy const& policy           = {},
+                                 Allocator const& alloc         = {},
+                                 cuda::stream_ref stream = cuda::stream_ref{cudaStream_t{nullptr}});
+
+  /**
+   * @brief Returns the maximum storage size in bytes supported by the policy and size type.
+   *
+   * @note This limit does not account for available device memory or a particular static extent.
+   *
+   * @return Maximum storage size in bytes
+   */
+  [[nodiscard]] __host__ static constexpr std::size_t max_size() noexcept;
+
   /**
    * @brief Erases all information from the filter.
    *
diff --git a/include/cuco/detail/bloom_filter/bloom_filter.inl b/include/cuco/detail/bloom_filter/bloom_filter.inl
index 3b62d1041..2a6fa228a 100644
--- a/include/cuco/detail/bloom_filter/bloom_filter.inl
+++ b/include/cuco/detail/bloom_filter/bloom_filter.inl
@@ -5,16 +5,53 @@
 
 #pragma once
 
+#include <cuco/detail/error.hpp>
 #include <cuco/detail/storage/storage_base.cuh>
 #include <cuco/utility/cuda_thread_scope.cuh>
 
 #include <cuda/atomic>
+#include <cuda/std/__algorithm/min.h>
+#include <cuda/std/limits>
 #include <cuda/stream_ref>
 
 #include <cstddef>
 
 namespace cuco {
 
+template <class Key, class Extent, cuda::thread_scope Scope, class Policy, class Allocator>
+template <class E, class>
+__host__ bloom_filter<Key, Extent, Scope, Policy, Allocator>::bloom_filter(
+  bloom_filter_bytes size_bytes,
+  cuda_thread_scope<Scope> scope,
+  Policy const& policy,
+  Allocator const& alloc,
+  cuda::stream_ref stream)
+  : bloom_filter{[size_bytes] {
+                   constexpr auto block_bytes = sizeof(typename ref_type<>::filter_block_type);
+                   CUCO_EXPECTS(size_bytes.value >= block_bytes,
+                                "Storage size must accommodate at least one filter block");
+                   return extent_type{static_cast<size_type>(
+                     cuda::std::min(size_bytes.value, max_size()) / block_bytes)};
+                 }(),
+                 scope,
+                 policy,
+                 alloc,
+                 stream}
+{
+}
+
+template <class Key, class Extent, cuda::thread_scope Scope, class Policy, class Allocator>
+[[nodiscard]] __host__ constexpr std::size_t
+bloom_filter<Key, Extent, Scope, Policy, Allocator>::max_size() noexcept
+{
+  constexpr auto block_bytes = sizeof(typename ref_type<>::filter_block_type);
+  constexpr auto max_blocks  = cuda::std::min(
+    static_cast<std::size_t>(Policy::max_filter_blocks),
+    cuda::std::min(static_cast<std::size_t>(cuda::std::numeric_limits<size_type>::max()),
+                   cuda::std::numeric_limits<std::size_t>::max() / block_bytes));
+  return max_blocks * block_bytes;
+}
+
 template <class Key, class Extent, cuda::thread_scope Scope, class Policy, class Allocator>
 __host__ bloom_filter<Key, Extent, Scope, Policy, Allocator>::bloom_filter(Extent num_blocks,
                                                                            cuda_thread_scope<Scope>,
diff --git a/tests/bloom_filter/unique_sequence_test.cu b/tests/bloom_filter/unique_sequence_test.cu
index 92b546f2f..44e702881 100644
--- a/tests/bloom_filter/unique_sequence_test.cu
+++ b/tests/bloom_filter/unique_sequence_test.cu
@@ -87,8 +87,12 @@ TEMPLATE_TEST_CASE_SIG(
   using filter_type =
     cuco::bloom_filter<Key, cuco::extent<size_t>, cuda::thread_scope_device, Policy>;
   constexpr size_type num_keys{400};
+  constexpr std::size_t num_blocks{1000};
+  constexpr auto block_bytes = sizeof(typename filter_type::template ref_type<>::filter_block_type);
 
-  auto filter = filter_type{1000};
+  STATIC_REQUIRE(filter_type::max_size() == Policy::max_filter_blocks * block_bytes);
+  auto filter = filter_type{cuco::bloom_filter_bytes{num_blocks * block_bytes + block_bytes - 1}};
+  REQUIRE(static_cast<std::size_t>(filter.block_extent()) == num_blocks);
 
   test_unique_sequence(filter, num_keys);
 }