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+---
+sidebar_label: Consistency Guarantees
+---
+
+# Consistency Guarantees
+
+## OM (Ozone Manager) HA Consistency
+
+:::info
+Notice: Before Ozone 2.2.0 (current is 2.1.0), all operations in OM are linearizable. After [HDDS-14424](https://issues.apache.org/jira/browse/HDDS-14424) is done and released in Ozone 2.2.0, users will have more options to configure the consistency guarantees for OM based on the tradeoff across scalability, throughput and staleness.
+:::
+
+### Default Configuration (Non-Linearizable) (will release in Ozone 2.2)
+- **Read Path**: Only the leader serves read requests
+- **Mechanism**: Reads query the state machine directly without ReadIndex
+- **Guarantee**: **Non-linearizable** - may return stale data during leader transitions
+- **Performance**: No heartbeat rounds required for reads, better latency
+- **Risk**: Short-period split-brain scenario possible (old leader may serve stale reads during leadership transition)
+
+### Optional: Linearizable Reads (will release in Ozone 2.2)
+- **Configuration**: `ozone.om.ha.raft.server.read.option=LINEARIZABLE`
+- **Mechanism**: Uses Raft ReadIndex (Raft section 6.4)
+- **Guarantee**: Linearizability - reads reflect all committed writes
+- **Trade-off**: Requires leader to confirm leadership via heartbeat rounds
+- **Benefit**: Both the leader and followers can serve reads
+
+### Write Path
+- **All writes** go through Ratis consensus for replication
+- **Application**: Single-threaded executor ensures **ordered application** of transactions
+- **Double Buffer**: Used for batching responses while maintaining ordering
+
+### Advanced Read Optimizations
+
+#### Follower Read with Local Lease (will release in Ozone 2.2)
+- Config: `ozone.om.follower.read.local.lease.enabled=false` (default)
+- Allows followers to serve reads if:
+  - Follower is caught up (within `ozone.om.follower.read.local.lease.lag.limit=10000` log entries)
+  - Leader is active (heartbeat within `ozone.om.follower.read.local.lease.time.ms=5000`)
+- Reduces read latency by load balancing across replicas
+
+#### Leader Skip Linearizable Read
+- Config: `ozone.om.allow.leader.skip.linearizable.read=false` (default)
+- Leader serves committed reads locally without ReadIndex
+- Lower latency but may not reflect uncommitted writes
+
+## SCM (Storage Container Manager) HA Consistency
+
+### Consistency Model
+- **Strong consistency** via Apache Ratis (Raft consensus)
+- **Simpler than OM**: Leader-only reads, no follower read options
+
+### Read Path
+- **Only the leader serves requests**
+- No linearizable read options exposed
+- No follower read support
+
+### Write Path
+- All mutations use `@Replicate` annotation
+- Routed through `SCMHAInvocationHandler` to Ratis
+- Replicated to followers before acknowledgment
+- **Batched DB operations** via `SCMHADBTransactionBufferImpl`
+
+### Key Differences from OM
+| Aspect       | SCM HA                            | OM HA                            |
+| ------------ | --------------------------------- | -------------------------------- |
+| Read options | Leader-only                       | Linearizable, follower reads     |
+| Complexity   | Simpler                           | More flexible                    |
+| Use case     | Metadata for containers/pipelines | High-volume namespace operations |
+
+## DN (DataNode) ContainerStateMachine Consistency
+
+### Concurrent Execution Model
+This is the **key differentiator** from OM/SCM:
+
+#### OM/SCM
+Single global executor, **sequential application** of all transactions
+- Ensures simple ordering and `lastAppliedIndex` tracking
+- Trade-off: Lower throughput, but for storage systems, the metadata throughput is not the primary concern.
+
+#### ContainerStateMachine
+**Per-container concurrency**
+- Config: `hdds.container.ratis.num.container.op.executors=10` (default)
+- Multiple `applyTransaction` calls can execute **concurrently**
+- Each container has its own `TaskQueue` for **per-container serialization**
+- Different containers process operations **in parallel**
+
+### Architecture
+
+```mermaid
+graph TB
+    subgraph "Ratis Log Entries"
+        TX1[Transaction 1<br/>Container A]
+        TX2[Transaction 2<br/>Container B]
+        TX3[Transaction 3<br/>Container A]
+        TX4[Transaction 4<br/>Container C]
+        TX5[Transaction 5<br/>Container B]
+    end
+
+    subgraph "ContainerStateMachine.applyTransaction()"
+        AT[applyTransaction Semaphore<br/>Max Concurrent Limit]
+    end
+
+    subgraph "Per-Container Task Queues"
+        QA[TaskQueue<br/>Container A<br/>FIFO]
+        QB[TaskQueue<br/>Container B<br/>FIFO]
+        QC[TaskQueue<br/>Container C<br/>FIFO]
+    end
+
+    subgraph "Shared Thread Pool"
+        direction LR
+        T1[Thread 1]
+        T2[Thread 2]
+        T3[Thread 3]
+        T4[...]
+        T10[Thread 10]
+    end
+
+    subgraph "Execution Model"
+        CONCURRENT[Concurrent across containers<br/>Different containers process in parallel]
+        SEQUENTIAL[Sequential within container<br/>Same container operations are serialized]
+    end
+
+    TX1 --> AT
+    TX2 --> AT
+    TX3 --> AT
+    TX4 --> AT
+    TX5 --> AT
+
+    AT --> QA
+    AT --> QB
+    AT --> QA
+    AT --> QC
+    AT --> QB
+
+    QA -.-> T1
+    QA -.-> T2
+    QB -.-> T3
+    QC -.-> T4
+    QB -.-> T10
+
+    T1 --> CONCURRENT
+    T3 --> CONCURRENT
+    T4 --> CONCURRENT
+
+    QA --> SEQUENTIAL
+    QB --> SEQUENTIAL
+    QC --> SEQUENTIAL
+
+    style AT fill:#ff9999
+    style QA fill:#99ccff
+    style QB fill:#99ccff
+    style QC fill:#99ccff
+    style CONCURRENT fill:#99ff99
+    style SEQUENTIAL fill:#ffff99
+```
+
+1. **Container Independence**: Operations on different containers don't conflict
+2. **Per-Container Ordering**: Each container's operations are serialized via `TaskQueue`
+3. **Throughput Optimization**: Multiple containers can process concurrently
+4. **Semaphore Control**: `applyTransactionSemaphore` limits total concurrent operations
+
+### BCSID (Block Commit Sequence ID)
+- **Purpose**: Tracks block commit order **within each container**
+- **Per-container sequence number** incremented on each block commit
+- **Used for**:
+  - Conflict detection during replication
+  - Recovery and validation
+  - Ensuring read requests are valid