pg_walstream 0.6.1

PostgreSQL logical replication protocol library - parse and handle PostgreSQL WAL streaming messages
Documentation
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# pg-walstream

A high-performance Rust library for PostgreSQL logical and physical replication protocol parsing and streaming. Provides a robust, type-safe interface for consuming PostgreSQL Write-Ahead Log (WAL) streams.

## Features

- **Full Logical Replication Support**: Implements PostgreSQL logical replication protocol versions 1-4
- **Physical Replication Support**: Stream raw WAL data for standby servers and PITR
- **Base Backup Support**: Full `BASE_BACKUP` command with progress, compression, and manifest options
- **Pure-Rust Backend**: Optional `rustls-tls` feature eliminates all C dependencies (no libpq, no libclang), using `aws-lc-rs` for hardware-accelerated TLS (AES-NI, AVX2, SHA-NI)
- **TLS/SSL Support**: All PostgreSQL SSL modes (`disable`, `allow`, `prefer`, `require`, `verify-ca`, `verify-full`)
- **Authentication**: Cleartext, MD5, and SCRAM-SHA-256 authentication methods
- **Streaming Transactions**: Support for streaming large transactions (protocol v2+)
- **Two-Phase Commit**: Prepared transaction support (protocol v3+)
- **Parallel Streaming**: Multi-stream parallel replication (protocol v4+)
- **Zero-Copy Operations**: Efficient buffer management using the `bytes` crate with drain-loop batch queue optimization
- **Thread-Safe LSN Tracking**: Atomic LSN feedback for producer-consumer patterns
- **Connection Management**: Built-in connection handling with exponential backoff retry logic
- **Type-Safe API**: Strongly typed message parsing with comprehensive error handling
- **Replication Slot Management**: Create, alter, read, and drop slots with full option support
- **Hot Standby Feedback**: Send hot standby feedback messages for physical replication
- **`Send`-Safe Streams**: `LogicalReplicationStream` is `Send`, compatible with `tokio::spawn`

## Installation

Add this to your `Cargo.toml`:

```toml
[dependencies]
pg_walstream = "0.6.0"
```

By default, this uses the `libpq` backend (C FFI). For a **pure-Rust** build with no system dependencies:

```toml
[dependencies]
pg_walstream = { version = "0.6.0", default-features = false, features = ["rustls-tls"] }
```

## Feature Flags

pg-walstream provides two mutually exclusive connection backends, selected at compile time:

| Feature | Default | C Dependencies | Description |
|---------|---------|----------------|-------------|
| `libpq` | Yes | `libpq-dev`, `libclang-dev` | Uses PostgreSQL's C client library via FFI. Battle-tested, supports all auth methods natively. |
| `rustls-tls` | No | `cmake`, `gcc` (build-time only) | Pure-Rust implementation using `rustls` with `aws-lc-rs` crypto backend for hardware-accelerated TLS. No runtime C dependencies. |

> **Note:** Enabling both features simultaneously will cause a compile error.

## System Dependencies

System dependencies are **only required** when using the default `libpq` feature. The `rustls-tls` feature requires only `cmake` and a C compiler at build time (for the `aws-lc-rs` crypto library), with no runtime dependencies.

### For `libpq` feature (default)

**Ubuntu/Debian:**
```bash
sudo apt-get install libpq-dev clang libclang-dev
```

**CentOS/RHEL/Fedora:**
```bash
sudo yum install postgresql-devel
# or
sudo dnf install postgresql-devel
```

### For `rustls-tls` feature

Requires `cmake` and a C compiler at build time for `aws-lc-rs` (hardware-accelerated cryptography):

**Ubuntu/Debian:**

```bash
sudo apt-get install cmake gcc
```

Then add to `Cargo.toml`:

```toml
pg_walstream = { version = "0.5.1", default-features = false, features = ["rustls-tls"] }
```

#### TLS trust store

When `sslmode` is `verify-ca` or `verify-full`, the `rustls-tls` backend builds its root certificate store as follows:

1. If `sslrootcert` is set, it loads **only** those CAs from the PEM file (exclusive).
2. Otherwise, it loads the [Mozilla CA bundle]https://wiki.mozilla.org/CA/Included_Certificates shipped via `webpki-roots`.

The OS trust store is **not** consulted. If your PostgreSQL server is signed by a corporate/internal CA that is only present in the OS trust store (e.g. `/etc/ssl/certs`), you must point `sslrootcert` at that CA explicitly — for example:

```text
postgresql://user:pass@host/db?sslmode=verify-full&sslrootcert=/etc/ssl/certs/corporate-ca.pem
```

## Quick Start

### Logical Replication - Stream API

The Stream API provides an ergonomic, iterator-like interface:

```rust
use pg_walstream::{
    LogicalReplicationStream, ReplicationStreamConfig, ReplicationSlotOptions,
    RetryConfig, StreamingMode, SharedLsnFeedback, CancellationToken,
};
use std::sync::Arc;
use std::time::Duration;

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    // Configure the replication stream
    let config = ReplicationStreamConfig::new(
        "my_slot".to_string(),           // Replication slot name
        "my_publication".to_string(),     // Publication name
        2,                                // Protocol version
        StreamingMode::On,                // Streaming mode
        Duration::from_secs(10),          // Feedback interval
        Duration::from_secs(30),          // Connection timeout
        Duration::from_secs(60),          // Health check interval
        RetryConfig::default(),           // Retry configuration
    )
    // Optional: configure slot creation options
    .with_slot_options(ReplicationSlotOptions {
        temporary: true,
        snapshot: Some("export".to_string()),
        ..Default::default()
    });

    // Create and initialize the stream
    let mut stream = LogicalReplicationStream::new(
        "postgresql://postgres:password@localhost:5432/mydb?replication=database",
        config,
    ).await?;

    // Step 1: Create the replication slot
    stream.ensure_replication_slot().await?;

    // Step 2: Use the exported snapshot on a SEPARATE regular connection
    // If the slot was created with EXPORT_SNAPSHOT, use the snapshot name
    // on a SEPARATE regular connection to read the initial table state:
    //   BEGIN TRANSACTION ISOLATION LEVEL REPEATABLE READ;
    //   SET TRANSACTION SNAPSHOT '<snapshot_name>';
    //   COPY my_table TO STDOUT;   -- or SELECT * FROM my_table
    //   COMMIT;
    if let Some(snapshot_name) = stream.exported_snapshot_name() {
        println!("Exported snapshot: {}", snapshot_name);
    }

    // Step 3: Begin streaming
    stream.start(None).await?;

    // Create cancellation token for graceful shutdown
    let cancel_token = CancellationToken::new();

    // Convert to async Stream - provides iterator-like interface
    let mut event_stream = stream.into_stream(cancel_token);

    // Process events using Stream combinators
    loop {
        match event_stream.next_event().await {
            Ok(event) => {
                println!("Received event: {:?}", event);
                // Update LSN feedback using the convenient method
                event_stream.update_applied_lsn(event.lsn.value());
            }
            Err(e) if matches!(e, pg_walstream::ReplicationError::Cancelled(_)) => {
                println!("Stream cancelled, shutting down gracefully");
                break;
            }
            Err(e) => {
                eprintln!("Error: {}", e);
                break;
            }
        }
    }

    Ok(())
}
```

> **Note:** The exported snapshot is only valid between `ensure_replication_slot()` and `start()`. Once `START_REPLICATION` is issued, PostgreSQL destroys the snapshot. You must read the snapshot on a separate connection **before** calling `start()`.

### Working with Event Data

Events carry row data as [`RowData`] an ordered list of `(Arc<str>, ColumnValue)` pairs.
[`ColumnValue`] is a lightweight enum (`Null | Text(Bytes) | Binary(Bytes)`) that preserves
the raw PostgreSQL wire representation with zero-copy semantics.
Schema, table, and column names are `Arc<str>` (reference-counted, zero-cost cloning):

```rust
use pg_walstream::{EventType, RowData, ColumnValue};

// Pattern match on event types
match &event.event_type {
    EventType::Insert { schema, table, data, .. } => {
        println!("INSERT into {}.{}", schema, table);

        // Access columns by name
        if let Some(id) = data.get("id") {
            println!("  id = {}", id);
        }

        // Iterate over all columns
        for (col_name, value) in data.iter() {
            println!("  {} = {}", col_name, value);
        }
    }
    EventType::Update { old_data, new_data, key_columns, .. } => {
        // key_columns is Vec<Arc<str>>
        println!("Key columns: {:?}", key_columns);
        println!("New data has {} columns", new_data.len());
    }
    EventType::Delete { old_data, .. } => {
        // Convert to HashMap if needed for downstream compatibility
        let map = old_data.clone().into_hash_map();
        println!("Deleted row: {:?}", map);
    }
    _ => {}
}
```

### Using the Polling API

For more control, you can use the traditional polling approach:

```rust
use pg_walstream::{
    LogicalReplicationStream, ReplicationStreamConfig, RetryConfig, StreamingMode,
    SharedLsnFeedback, CancellationToken,
};
use std::sync::Arc;
use std::time::Duration;

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    let config = ReplicationStreamConfig::new(
        "my_slot".to_string(),
        "my_publication".to_string(),
        2, StreamingMode::On,
        Duration::from_secs(10),
        Duration::from_secs(30),
        Duration::from_secs(60),
        RetryConfig::default(),
    );

    let mut stream = LogicalReplicationStream::new(
        "postgresql://postgres:password@localhost:5432/mydb?replication=database",
        config,
    ).await?;

    stream.start(None).await?;

    let cancel_token = CancellationToken::new();

    // Traditional polling loop with automatic retry
    loop {
        match stream.next_event_with_retry(&cancel_token).await {
            Ok(event) => {
                println!("Received event: {:?}", event);
                stream.shared_lsn_feedback.update_applied_lsn(event.lsn.value());
            }
            Err(e) if matches!(e, pg_walstream::ReplicationError::Cancelled(_)) => {
                println!("Cancelled, shutting down gracefully");
                break;
            }
            Err(e) => {
                eprintln!("Error: {}", e);
                break;
            }
        }
    }

    Ok(())
}
```

## LSN Tracking

Thread-safe LSN tracking for feedback to PostgreSQL:

```rust
use pg_walstream::SharedLsnFeedback;
use std::sync::Arc;

let feedback = SharedLsnFeedback::new_shared();

// Producer thread: read LSN from feedback
let (flushed_lsn, applied_lsn) = feedback.get_feedback_lsn();

// Consumer thread: update LSN after processing
feedback.update_applied_lsn(commit_lsn);
```

## PostgreSQL Setup

Before using this library, you need to configure PostgreSQL for replication:

### 1. Configure PostgreSQL

Edit `postgresql.conf`:

```conf
wal_level = logical
max_replication_slots = 4
max_wal_senders = 4
```

Restart PostgreSQL after making these changes.

### 2. Create a Publication

```sql
-- Create a publication for specific tables
CREATE PUBLICATION my_publication FOR TABLE users, orders;

-- Or publish all tables
CREATE PUBLICATION my_publication FOR ALL TABLES;
```

### 3. Create Replication User

```sql
-- Create a user with replication privileges
CREATE USER replication_user WITH REPLICATION PASSWORD 'secure_password';

-- Grant necessary permissions
GRANT SELECT ON ALL TABLES IN SCHEMA public TO replication_user;
GRANT USAGE ON SCHEMA public TO replication_user;
```

### 4. Replication Slot Options

The library provides full control over replication slot creation. The correct SQL syntax is automatically selected based on the connected PostgreSQL version:
- **PG14**: Legacy positional keyword syntax (`EXPORT_SNAPSHOT`, `NOEXPORT_SNAPSHOT`, `USE_SNAPSHOT`, `TWO_PHASE`, `RESERVE_WAL`)
- **PG15+**: Modern parenthesized options syntax (`(SNAPSHOT 'export', TWO_PHASE true, ...)`)

| Option | Description | PG Version |
|--------|-------------|------------|
| `temporary` | Temporary slot (not persisted to disk, dropped on disconnect) | 14+ |
| `two_phase` | Enable two-phase commit for logical slots | 14+ |
| `reserve_wal` | Reserve WAL immediately for physical slots | 14+ |
| `snapshot` | Snapshot behavior: `"export"`, `"use"`, or `"nothing"` | 14+ |
| `failover` | Enable slot synchronization to standbys for HA | 16+ |

> **Note:** If both `two_phase` and `snapshot` are set, `two_phase` takes priority. The `failover` option is not available on PG14 and will return an error.

## Examples

The [`examples/`](examples/) directory contains runnable examples demonstrating various usage patterns:

| Example | Description |
|---------|-------------|
| [`basic-streaming`]examples/basic-streaming | High-level `futures::Stream` API with stream combinators (`filter`, `take_while`) |
| [`polling`]examples/polling | Manual polling loop using `next_event()` for custom integration scenarios |
| [`safe-transaction-consumer`]examples/safe-transaction-consumer | Production-grade transaction-aware CDC consumer with ordered commits and safe LSN feedback |
| [`rate-limited-streaming`]examples/rate-limited-streaming | Rate-limited consumption using `tokio_stream::StreamExt::throttle` |
| [`tokio-spawn-streaming`]examples/tokio-spawn-streaming | Producer/consumer pattern via `tokio::spawn` with `mpsc` channel (demonstrates `Send` safety) |
| [`pg-basebackup`]examples/pg-basebackup | Full physical backup tool using `BASE_BACKUP` with tar extraction and progress reporting |
| [`arbitrary-fuzzing`]examples/arbitrary-fuzzing | Property-based fuzzing of all protocol types using the `arbitrary` crate |

## Message Types

The library supports all PostgreSQL logical replication message types:

### Protocol Version 1 Messages

- **BEGIN**: Transaction start
- **COMMIT**: Transaction commit
- **ORIGIN**: Replication origin
- **RELATION**: Table schema definition
- **TYPE**: Data type definition
- **INSERT**: Row insertion
- **UPDATE**: Row update
- **DELETE**: Row deletion
- **TRUNCATE**: Table truncation
- **MESSAGE**: Generic message

### Protocol Version 2+ Messages (Streaming)

- **STREAM_START**: Streaming transaction start
- **STREAM_STOP**: Streaming transaction segment end
- **STREAM_COMMIT**: Streaming transaction commit
- **STREAM_ABORT**: Streaming transaction abort

### Protocol Version 3+ Messages (Two-Phase Commit)

- **BEGIN_PREPARE**: Prepared transaction start
- **PREPARE**: Transaction prepare
- **COMMIT_PREPARED**: Commit prepared transaction
- **ROLLBACK_PREPARED**: Rollback prepared transaction
- **STREAM_PREPARE**: Stream prepare message

## Architecture

```
┌──────────────────────────────────────────┐
│          Application Layer               │
│  (Your CDC / Replication Logic)          │
└──────────────┬───────────────────────────┘
┌──────────────▼───────────────────────────┐
│    LogicalReplicationStream              │
│  - Connection management & retry         │
│  - Event processing & LSN feedback       │
│  - Snapshot export support               │
└──────────────┬───────────────────────────┘
┌──────────────▼───────────────────────────┐
│  LogicalReplicationParser                │
│  - Protocol v1-v4 parsing                │
│  - Zero-copy message deserialization     │
│  - Streaming transaction support         │
└──────────────┬───────────────────────────┘
┌──────────────▼───────────────────────────┐
│     PgReplicationConnection              │
│  ┌─────────────────┬──────────────────┐  │
│  │  libpq backend  │ rustls-tls       │  │
│  │  (C FFI)        │ (pure Rust)      │  │
│  │                 │                  │  │
│  │  libpq-sys      │ rustls +         │  │
│  │  + libclang     │ aws-lc-rs +      │  │
│  │                 │ postgres-protocol│  │
│  └─────────────────┴──────────────────┘  │
│  Compile-time feature flag selection     │
└──────────────┬───────────────────────────┘
┌──────────────▼───────────────────────────┐
│     BufferReader / BufferWriter          │
│  - Zero-copy operations (bytes crate)    │
│  - Binary protocol handling              │
│  - Drain-loop batch queue optimization   │
└──────────────────────────────────────────┘
```

## Stress Test & System Threshold Analysis

Progressive writer concurrency ramp (16 - 192 writers) to find the library's CPU saturation point and throughput ceiling.

- **Backend A**: rustls-tls
- **Backend B**: libpq 

## 1. CPU Efficiency (DML events/sec per 1% CPU)

This is the primary efficiency metric: how many DML events can each backend process for every 1% of CPU it consumes. Higher is better.

| Scenario | rustls-tls | libpq | Delta | Winner |
|----------|----------:|----------:|--------:|--------|
| Baseline | 4,252 | 1,628 | +161.2% | **rustls-tls** |
| Batch-100 | 1,053 | 672 | +56.7% | **rustls-tls** |
| Batch-5000 | 4,764 | 1,621 | +193.9% | **rustls-tls** |
| 4-Writers | 4,891 | 1,615 | +202.8% | **rustls-tls** |
| Wide-20col | 1,090 | 777 | +40.3% | **rustls-tls** |
| Payload-2KB | 973 | 776 | +25.3% | **rustls-tls** |
| Mixed-DML | 1,832 | 1,066 | +71.9% | **rustls-tls** |

## 2. Throughput Comparison

| Scenario | rustls-tls ev/s | libpq ev/s | Delta | rustls-tls DML/s | libpq DML/s | Delta | Winner |
|----------|----------:|----------:|--------:|----------:|----------:|--------:|--------|
| Baseline | 22,939 | 22,672 | +1.2% | 22,933 | 22,667 | +1.2% | ~tie |
| Batch-100 | 327 | 324 | +1.1% | 321 | 317 | +1.1% | ~tie |
| Batch-5000 | 15,173 | 14,359 | +5.7% | 15,167 | 14,353 | +5.7% | **rustls-tls** |
| 4-Writers | 80,287 | 78,755 | +1.9% | 80,267 | 78,736 | +1.9% | ~tie |
| Wide-20col | 1,523 | 1,556 | -2.2% | 1,517 | 1,550 | -2.2% | **libpq** |
| Payload-2KB | 1,422 | 1,473 | -3.4% | 1,417 | 1,467 | -3.4% | **libpq** |
| Mixed-DML | 811 | 799 | +1.5% | 804 | 793 | +1.5% | ~tie |

## 3. Resource Utilization Comparison

Process CPU and RSS reflect **only the pg-walstream consumer** (generator runs as a separate OS process).

| Scenario | rustls-tls CPU% | libpq CPU% | Delta | rustls-tls RSS MB | libpq RSS MB | Delta | Winner |
|----------|----------:|----------:|--------:|----------:|----------:|--------:|--------|
| Baseline | 5.4 | 13.9 | -61.3% | 15.9 | 17.3 | -8.1% | **rustls-tls** |
| Batch-100 | 0.3 | 0.5 | -35.5% | 17.0 | 18.4 | -7.5% | **rustls-tls** |
| Batch-5000 | 3.2 | 8.9 | -64.0% | 17.2 | 18.5 | -7.4% | **rustls-tls** |
| 4-Writers | 16.4 | 48.7 | -66.3% | 17.4 | 18.7 | -6.8% | **rustls-tls** |
| Wide-20col | 1.4 | 2.0 | -30.3% | 17.5 | 18.7 | -6.5% | **rustls-tls** |
| Payload-2KB | 1.5 | 1.9 | -22.9% | 17.5 | 18.7 | -6.5% | **rustls-tls** |
| Mixed-DML | 0.4 | 0.7 | -41.0% | 17.5 | 18.8 | -6.8% | **rustls-tls** |

## 4. Latency Comparison (inter-event, microseconds)

| Scenario | rustls-tls P50 | libpq P50 | rustls-tls P99 | libpq P99 | Winner |
|----------|----------:|----------:|----------:|----------:|--------|
| Baseline | 1 | 5 | 33 | 17 | **rustls-tls** |
| Batch-100 | 1 | 6 | 7635 | 7411 | **rustls-tls** |
| Batch-5000 | 1 | 5 | 111 | 17 | **rustls-tls** |
| 4-Writers | 1 | 5 | 56 | 22 | **rustls-tls** |
| Wide-20col | 2 | 7 | 873 | 820 | **rustls-tls** |
| Payload-2KB | 5 | 6 | 882 | 812 | **rustls-tls** |
| Mixed-DML | 1 | 5 | 1819 | 1804 | **rustls-tls** |

## 5. Stress Ramp Comparison

Progressive writer concurrency ramp — comparing throughput and CPU scaling.

| Writers | rustls-tls DML/s | libpq DML/s | Delta | rustls-tls CPU% | libpq CPU% | rustls-tls eff | libpq eff |
|--------:|----------:|----------:|--------:|----------:|----------:|----------:|----------:|
| 16 | 134,280 | 128,718 | +4.3% | 28.3 | 83.4 | 4,749 | 1,544 |
| 32 | 100,387 | 122,192 | -17.8% | 21.8 | 76.0 | 4,613 | 1,608 |
| 48 | 98,240 | 112,826 | -12.9% | 21.6 | 71.5 | 4,553 | 1,578 |
| 64 | 107,748 | 104,107 | +3.5% | 22.9 | 67.6 | 4,712 | 1,541 |
| 96 | 100,869 | 106,684 | -5.5% | 22.4 | 70.1 | 4,501 | 1,522 |
| 128 | 105,333 | 100,601 | +4.7% | 23.7 | 66.4 | 4,449 | 1,514 |
| 192 | 94,963 | 99,571 | -4.6% | 24.0 | 64.8 | 3,961 | 1,536 |

### Peak Numbers

| Metric | rustls-tls | libpq |
|--------|------:|------:|
| Peak DML events/sec | 134,280 | 128,718 |
| Peak total events/sec | 134,307 | 128,744 |
| Peak CPU efficiency (DML/s per 1% CPU) | 4,749 | 1,544 |
| Peak process CPU% | 30.9 | 96.4 |
| Peak RSS (MB) | 17.8 | 18.8 |

For a detailed comparison across PostgreSQL 16 and 18 with different optimizations (binary mode, direct TLS, COPY protocol), see the [Load Test Comparison Report](LOAD_TEST_COMPARISON.md).

## Linux VM TCP Tuning for Production

When streaming WAL over high-latency links (e.g., cross-region Azure PostgreSQL), the default Linux TCP buffer sizes can become the throughput bottleneck. The kernel's default `rmem_max` of 208 KB limits the TCP receive window, which — combined with round-trip latency — caps throughput via the **Bandwidth-Delay Product (BDP)**:

### Recommended sysctl Settings

```conf
# --- TCP buffer sizes ---
# Allow up to 64 MB per-socket receive/send buffers (kernel will auto-tune within this ceiling)
net.core.rmem_max = 67108864
net.core.wmem_max = 67108864

# TCP auto-tuning ranges: min / default / max (bytes)
# The kernel dynamically adjusts each socket's buffer within these bounds
net.ipv4.tcp_rmem = 4096 262144 67108864
net.ipv4.tcp_wmem = 4096 262144 67108864

# --- Congestion control ---
# BBR provides significantly better throughput than cubic on high-latency links
net.ipv4.tcp_congestion_control = bbr

# --- Packet backlog ---
# Increase the NIC receive queue (helps at high packet rates)
net.core.netdev_max_backlog = 5000
```

Apply immediately:

```bash
sudo sysctl --system
```

### Why Each Parameter Matters

| Parameter | Default | Recommended | Why |
|-----------|---------|-------------|-----|
| `rmem_max` | 208 KB | 64 MB | Caps TCP receive window; directly limits throughput on high-RTT links |
| `wmem_max` | 208 KB | 64 MB | Caps TCP send window; limits outbound throughput for feedback messages |
| `tcp_rmem` (max) | 6 MB | 64 MB | Per-socket auto-tuned receive buffer ceiling |
| `tcp_wmem` (max) | 4 MB | 64 MB | Per-socket auto-tuned send buffer ceiling |
| `tcp_congestion_control` | cubic | bbr | BBR reacts to actual bandwidth, not packet loss; better on cloud networks |
| `netdev_max_backlog` | 1000 | 5000 | Prevents packet drops under burst traffic at NIC level |

> **Note:** These settings affect all TCP connections on the VM, not just pg-walstream. The kernel auto-tunes actual buffer usage within the configured ceiling, so idle connections do not consume 64 MB each.

## Limitations

- Requires PostgreSQL 14 or later for full protocol support
- Logical replication slot must be created before streaming
- Binary protocol only (no text-based protocol support)
- Requires `replication` permission for the database user

## Resources

- [PostgreSQL Logical Replication Documentation]https://www.postgresql.org/docs/current/logical-replication.html
- [Logical Replication Message Formats]https://www.postgresql.org/docs/current/protocol-logicalrep-message-formats.html
- [Replication Protocol]https://www.postgresql.org/docs/current/protocol-replication.html

## Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

## License

This project is licensed under the [BSD 3-Clause License](LICENSE).

## Author

Daniel Shih (dog830228@gmail.com)