diff --git a/tests/benchmark/stateful/vector_storage/README.md b/tests/benchmark/stateful/vector_storage/README.md
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+# Vector Storage Benchmark
+
+Single contract design for minimal-overhead storage benchmarking with parametrized operations.
+
+## Design Philosophy
+
+This implementation uses **ONE contract** that:
+- Is pre-deployed with 500 filled storage slots
+- Accepts parameters via calldata for flexible operation
+- Performs storage operations with minimal loop overhead (~30-40 gas per slot)
+
+## Contract Architecture
+
+### Calldata Layout (32-byte aligned)
+```
+Bytes 0-31:   Number of slots to write (uint256)
+Bytes 32-63:  Starting slot index (uint256)
+Bytes 64-95:  Value to write (uint256)
+```
+
+### Pre-deployed State
+- **500 slots** pre-filled with value `0xDEADBEEF`
+- Enables testing all transition types without redeployment
+- Single contract instance for all benchmarks
+
+## Three Test Scenarios
+
+### 1. Cold Write (0 → non-zero)
+- **Start**: Slot 500 (beyond prefilled range)
+- **Operation**: Write new value to empty slots
+- **Gas Cost**: ~20,000 gas per slot (most expensive)
+- **Use Case**: Initial storage allocation
+
+### 2. Storage Clear (non-zero → 0)
+- **Start**: Slot 0 (within prefilled range)
+- **Operation**: Write zeros to clear existing values
+- **Gas Cost**: ~2,900 gas per slot + refund
+- **Use Case**: Storage cleanup/deletion
+
+### 3. Warm Update (non-zero → non-zero)
+- **Start**: Slot 0 (within prefilled range)
+- **Operation**: Update existing values
+- **Gas Cost**: ~2,900 gas per slot
+- **Use Case**: Typical storage updates
+
+## Implementation Details
+
+### Loop Overhead Breakdown
+```
+Per iteration:
+- DUP operations: 12 gas (4 × 3 gas)
+- ADD operation: 3 gas
+- LT comparison: 3 gas
+- ISZERO: 3 gas
+- JUMPI/JUMP: 18 gas (8 + 10)
+- SSTORE: Variable (based on transition)
+Total overhead: ~39 gas per slot
+```
+
+### Contract Size
+- Basic loop contract: ~100 bytes
+- Well under EIP-3860 limit (24,576 bytes)
+- Can handle thousands of operations per call
+
+## Gas Cost Summary
+
+| Transition Type | Gas per Slot | Notes |
+|----------------|--------------|-------|
+| 0 → non-zero | 20,000 | Cold slot, initial write |
+| non-zero → 0 | 2,900 + refund | Max 20% refund of total gas |
+| non-zero → non-zero | 2,900 | Warm slot update |
+| Loop overhead | ~39 | Minimal per-slot overhead |
+
+## Running the Benchmarks
+
+### Generate Test Fixtures
+```bash
+# Run benchmarks with stateful marker
+uv run fill tests/benchmark/stateful/vector_storage/test_vector_storage.py \
+  -m stateful --fork Prague
+```
+
+### Execute Against Client
+```bash
+# Direct execution
+uv run consume direct --input fixtures/ --client-bin /path/to/geth
+
+# Via Engine API
+uv run consume engine --input fixtures/ --engine-endpoint http://localhost:8551
+```
+
+## Advantages Over Multiple Contracts
+
+1. **Single Deployment**: One contract handles all scenarios
+2. **Consistent Overhead**: Same loop structure for all operations
+3. **Flexible Testing**: Parametrized via calldata
+4. **Realistic Patterns**: Mimics real smart contract storage patterns
+5. **Accurate Benchmarking**: Minimal overhead ensures accurate gas measurements
+
+## Test Parameters
+
+- **num_slots**: [1, 10, 50, 100, 200] - Number of slots per operation
+- **batch_size**: [10, 25, 50] - For batch operation tests
+- **Pre-filled slots**: 500 - Consistent across all tests
+
+## Example Usage
+
+The contract can be called with raw calldata:
+```python
+# Write 100 values starting at slot 500
+calldata = (
+    (100).to_bytes(32, 'big') +  # num_slots
+    (500).to_bytes(32, 'big') +  # start_slot
+    (0x1234).to_bytes(32, 'big') # value
+)
+```
+
+This design provides the most accurate storage benchmarking with minimal overhead and maximum flexibility.
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diff --git a/tests/benchmark/stateful/vector_storage/__init__.py b/tests/benchmark/stateful/vector_storage/__init__.py
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+"""
+Vector storage benchmarks for measuring SLOAD/SSTORE operations with
+minimal overhead.
+"""
diff --git a/tests/benchmark/stateful/vector_storage/test_vector_storage.py b/tests/benchmark/stateful/vector_storage/test_vector_storage.py
new file mode 100644
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+"""
+abstract: Vector storage benchmark with single parametrized contract.
+
+This test uses a single contract that accepts parameters via calldata to
+benchmark different storage state transitions with minimal overhead:
+- 0 -> non-zero (cold write to empty slots)
+- non-zero -> non-zero (warm update of existing slots)
+- non-zero -> 0 (clearing slots with gas refund)
+
+The contract is pre-deployed with 500 filled slots to enable all scenarios.
+"""
+
+import pytest
+from execution_testing import (
+    Account,
+    Alloc,
+    Block,
+    BlockchainTestFiller,
+    Bytecode,
+    Fork,
+    Op,
+    Storage,
+    Transaction,
+)
+
+REFERENCE_SPEC_GIT_PATH = "DUMMY/vector_storage.md"
+REFERENCE_SPEC_VERSION = "1.0"
+
+# Pre-fill configuration
+PREFILLED_SLOTS = 500
+PREFILLED_VALUE = 0xDEADBEEF
+
+
+def create_storage_contract() -> Bytecode:
+    """
+    Creates a storage benchmark contract that accepts parameters
+    via calldata.
+
+    Calldata layout (32-byte aligned):
+    - Bytes 0-31: Number of slots to write
+    - Bytes 32-63: Starting slot index
+    - Bytes 64-95: Value to write
+
+    The contract uses a minimal overhead loop to perform storage operations.
+    Stack layout: [bottom] num_slots, start_slot, value, counter [top]
+    """
+    bytecode = Bytecode()
+
+    # Load parameters from calldata
+    bytecode += Op.PUSH1(0) + Op.CALLDATALOAD      # num_slots at bytes 0-31
+    bytecode += Op.PUSH1(32) + Op.CALLDATALOAD     # start_slot at bytes 32-63
+    bytecode += Op.PUSH1(64) + Op.CALLDATALOAD     # value at bytes 64-95
+
+    # Initialize counter to 0
+    bytecode += Op.PUSH1(0)                        # counter = 0
+
+    # Main loop start (JUMPDEST at offset 11)
+    bytecode += Op.JUMPDEST                        # Loop start marker
+
+    # Check loop condition: counter < num_slots
+    bytecode += Op.DUP4                            # Get num_slots (position 4 from top)
+    bytecode += Op.DUP2                            # Duplicate counter (position 2 from top after DUP4)
+    bytecode += Op.LT                              # counter < num_slots?
+    bytecode += Op.ISZERO                          # Negate for JUMPI (jump if >=)
+
+    # Jump to exit if counter >= num_slots
+    bytecode += Op.PUSH1(31)                       # Push exit offset
+    bytecode += Op.JUMPI                           # Exit if counter >= num_slots
+
+    # Store operation: store value at (start_slot + counter)
+    bytecode += Op.DUP1                            # Duplicate counter
+    bytecode += Op.DUP4                            # Get start_slot (position 4 from top after DUP1)
+    bytecode += Op.ADD                             # slot = start_slot + counter
+    bytecode += Op.DUP3                            # Get value (position 3 from top after ADD)
+    bytecode += Op.SWAP1                           # Put slot on top for SSTORE
+    bytecode += Op.SSTORE                          # Store value at slot
+
+    # Increment counter
+    bytecode += Op.PUSH1(1)                        # Push 1
+    bytecode += Op.ADD                             # counter++
+
+    # Jump back to loop start
+    bytecode += Op.PUSH1(11)                       # Push loop start offset
+    bytecode += Op.JUMP                            # Jump to loop start
+
+    # Exit point (JUMPDEST at offset 31)
+    bytecode += Op.JUMPDEST                        # Exit marker
+    bytecode += Op.STOP                            # Stop execution
+
+    return bytecode
+
+
+@pytest.mark.valid_from("Prague")
+@pytest.mark.stateful  # Mark as stateful instead of benchmark
+@pytest.mark.parametrize("num_slots", [1, 10, 50, 100, 200])
+@pytest.mark.parametrize(
+    "transition_type,start_offset,write_value",
+    [
+        # Write to empty slots (beyond the 500 prefilled)
+        pytest.param(
+            "zero_to_nonzero",
+            PREFILLED_SLOTS,  # Start at slot 500
+            0x1234,
+            id="0_to_nonzero"
+        ),
+
+        # Clear existing slots (write 0 to prefilled slots)
+        pytest.param(
+            "nonzero_to_zero",
+            0,  # Start at slot 0
+            0,  # Write zeros
+            id="nonzero_to_0"
+        ),
+
+        # Update existing slots (change value of prefilled slots)
+        pytest.param(
+            "nonzero_to_nonzero",
+            0,  # Start at slot 0
+            0xBEEFBEEF,  # Different value
+            id="nonzero_to_nonzero"
+        ),
+    ],
+)
+def test_storage_transitions_benchmark(
+    blockchain_test: BlockchainTestFiller,
+    pre: Alloc,
+    fork: Fork,
+    num_slots: int,
+    transition_type: str,
+    start_offset: int,
+    write_value: int,
+) -> None:
+    """
+    Benchmark storage operations using a single parametrized contract.
+
+    The contract is pre-deployed with 500 filled slots and accepts
+    parameters via calldata to perform different storage operations:
+
+    1. 0 to nonzero: Writing to cold, empty slots (most expensive)
+    2. nonzero to 0: Clearing existing slots (provides gas refund)
+    3. nonzero to nonzero: Updating warm slots (moderate cost)
+    """
+    sender = pre.fund_eoa(10**18)
+
+    # Pre-fill storage with 500 slots
+    initial_storage = Storage()
+    for i in range(PREFILLED_SLOTS):
+        initial_storage[i] = PREFILLED_VALUE
+
+    # Deploy the optimized contract with prefilled storage
+    storage_contract = pre.deploy_contract(
+        code=create_storage_contract(),
+        storage=initial_storage,
+    )
+
+    # Prepare calldata with parameters
+    calldata = (
+        num_slots.to_bytes(32, 'big') +      # Number of slots to write
+        start_offset.to_bytes(32, 'big') +   # Starting slot index
+        write_value.to_bytes(32, 'big')      # Value to write
+    )
+
+    # Create transaction to call the contract
+    # Use a reasonable gas limit that covers the operation
+    # Each SSTORE costs up to 20,000 gas for cold writes plus overhead
+    gas_limit = 21000 + (num_slots * 50000)  # Base tx cost + storage operations
+
+    tx = Transaction(
+        to=storage_contract,
+        gas_limit=gas_limit,
+        data=calldata,
+        sender=sender,
+    )
+
+    # Calculate expected post-state storage
+    expected_storage = Storage()
+
+    # Start with the initial prefilled storage
+    for i in range(PREFILLED_SLOTS):
+        expected_storage[i] = PREFILLED_VALUE
+
+    # Apply the storage modifications
+    for i in range(num_slots):
+        slot = start_offset + i
+
+        if write_value == 0 and slot < PREFILLED_SLOTS:
+            # Clearing a prefilled slot (nonzero->0)
+            # Remove from expected storage (becomes 0)
+            if slot in expected_storage:
+                del expected_storage[slot]
+        elif write_value != 0:
+            # Writing a non-zero value
+            expected_storage[slot] = write_value
+        # If write_value == 0 and slot >= PREFILLED_SLOTS,
+        # we're writing 0 to an already empty slot (no change)
+
+    post = {
+        storage_contract: Account(storage=expected_storage),
+    }
+
+    blockchain_test(
+        pre=pre,
+        blocks=[Block(txs=[tx])],
+        post=post,
+    )
+
+