Latency overhead benchmark Feb 2026: pgBouncer vs PgDog vs SPQR vs Multigres vs bare Postgres
## Latency Overhead Benchmark — Feb 2026
**pgBouncer vs PgDog vs SPQR vs Multigres vs bare Postgres**
Follow-up to #63 (May–Jul 2025 benchmark by @Sarumyan9999). This round adds **Multigres** and re-tests all proxies on identical hardware with identical methodology.
---
## Environment
| Component | Version / Details |
|---|---|
| **Hardware** | Hetzner CCX43 — 16 dedicated AMD EPYC vCPU, 64GB RAM, NVMe, Ashburn DC |
| **OS** | Ubuntu 24.04 LTS, kernel 6.8.0-90-generic |
| **PostgreSQL** | 17.8 (apt.postgresql.org) |
| **PgBouncer** | 1.25.1 (apt.postgresql.org) |
| **PgDog** | `main` branch, Docker `ghcr.io/pgdogdev/pgdog:main` |
| **SPQR** | `master` branch, built from source (Go 1.26.0) |
| **Multigres** | `main` branch, commit `66af929`, built from source (Go 1.25.1) |
| **pgbench** | 17.8, scale 100 (~1.6GB), SELECT-only (`-S`) |
All components on localhost — no network overhead. Pure proxy CPU overhead measurement.
---
## PostgreSQL Configuration
```sql
listen_addresses = 'localhost'
shared_buffers = '8GB'
work_mem = '256MB'
effective_cache_size = '48GB'
max_connections = 200
jit = off
wal_level = minimal
max_wal_senders = 0
synchronous_commit = off
```
## PgBouncer Configuration
```ini
[databases]
postgres = host=127.0.0.1 port=5432 user=postgres
[pgbouncer]
listen_addr = 127.0.0.1
listen_port = 6432
auth_type = any
pool_mode = transaction
max_client_conn = 1000
default_pool_size = 100
reserve_pool_size = 10
server_reset_query = DISCARD ALL
```
## PgDog Configuration
```toml
[general]
host = "127.0.0.1"
port = 6433
default_pool_size = 100
min_pool_size = 10
workers = 4
prepared_statements = "disabled"
[[databases]]
name = "postgres"
host = "127.0.0.1"
port = 5432
role = "primary"
```
```toml
# users.toml
[[users]]
name = "postgres"
password = "bench"
database = "postgres"
pool_size = 100
```
## SPQR Configuration
```yaml
host: "127.0.0.1"
router_port: "6434"
admin_console_port: "7000"
grpc_api_port: "7001"
router_mode: PROXY
log_level: error
world_shard_fallback: true
frontend_rules:
- usr: postgres
db: postgres
pool_mode: TRANSACTION
auth_rule:
auth_method: ok
backend_rules:
- usr: postgres
db: postgres
pool_default: true
connection_limit: 200
pool_size: 100
shards:
sh1:
db: postgres
usr: postgres
type: DATA
tls:
sslmode: disable
hosts:
- "127.0.0.1:5432"
```
SPQR requires distribution configuration via admin console:
```sql
-- Connect to spqr-console on port 7000
CREATE DISTRIBUTION ds1 COLUMN TYPES integer;
CREATE KEY RANGE kr1 FROM 0 ROUTE TO sh1 FOR DISTRIBUTION ds1;
ALTER DISTRIBUTION ds1 ATTACH RELATION pgbench_branches DISTRIBUTION KEY bid;
ALTER DISTRIBUTION ds1 ATTACH RELATION pgbench_tellers DISTRIBUTION KEY tid;
ALTER DISTRIBUTION ds1 ATTACH RELATION pgbench_accounts DISTRIBUTION KEY aid;
ALTER DISTRIBUTION ds1 ATTACH RELATION pgbench_history DISTRIBUTION KEY tid;
```
## Multigres Setup
Multigres requires etcd + topology setup + 3 services (pgctld, multipooler, multigateway):
```bash
# 1. etcd
etcd --name default \
--data-dir /data/etcd-data \
--listen-client-urls http://127.0.0.1:2379 \
--advertise-client-urls http://127.0.0.1:2379 \
--listen-peer-urls http://127.0.0.1:2380 \
--initial-advertise-peer-urls http://127.0.0.1:2380 \
--initial-cluster default=http://127.0.0.1:2380
# 2. Topology (Go SDK — create cell, database, shard)
# Must use BackupLocation protobuf struct (not a string)
# 3. pgctld
pgctld server --pooler-dir $PD --pg-port 5432 \
--grpc-port 15470 --http-port 15400
# 4. multipooler (NOTE: must disable grpc-consensus for single-node)
multipooler --cell zone1 --database postgres \
--table-group default --shard 0-inf \
--pgctld-addr localhost:15470 --pg-port 5432 \
--pooler-dir $PD \
--grpc-port 15270 --http-port 15200 \
--topo-global-server-addresses 127.0.0.1:2379 \
--topo-global-root /multigres/global \
--service-map grpc-queryservice,-grpc-consensus
# 5. multigateway
multigateway --cell zone1 --pg-port 15432 \
--grpc-port 15170 --http-port 15100 \
--topo-global-server-addresses 127.0.0.1:2379 \
--topo-global-root /multigres/global
# 6. Set primary via Go SDK (gRPC SetPoolerType call)
# 7. Pre-create heartbeat table:
CREATE SCHEMA IF NOT EXISTS multigres;
CREATE TABLE IF NOT EXISTS multigres.heartbeat (
shard_id BYTEA PRIMARY KEY,
leader_id TEXT NOT NULL,
ts BIGINT NOT NULL
);
```
## Benchmark Command
```bash
# Warmup (10s, discarded)
pgbench -h 127.0.0.1 -p $PORT -U postgres -c $CLIENTS -j $CLIENTS -T 10 -S postgres
# Measured run (60s)
pgbench -h 127.0.0.1 -p $PORT -U postgres -c $CLIENTS -j $CLIENTS -T 60 -S --progress=30 postgres
```
Ports: Direct PG=5432, PgBouncer=6432, PgDog=6433, SPQR=6434, Multigres=15432
---
## Results
All tests: **0 failed transactions**. All connections via TCP loopback (`-h 127.0.0.1`).
Auth: PgBouncer and SPQR use `auth_type=any`/`auth_method=ok` (no password). PgDog and Multigres use SCRAM-SHA-256. This affects initial connection time only — not steady-state TPS (pgbench excludes initial connection time).
### 4 clients
| Target | Lang | TPS | Avg Latency | Stddev | Overhead |
|---|---|---|---|---|---|
| **Direct PG** | C | 66,252 | 0.060 ms | 0.012 ms | — |
| **PgBouncer** | C | 37,453 | 0.107 ms | 0.019 ms | +0.047 ms (+78%) |
| **PgDog** | Rust | 30,828 | 0.130 ms | 0.026 ms | +0.070 ms (+117%) |
| **SPQR** | Go | 25,105 | 0.159 ms | 0.056 ms | +0.099 ms (+165%) |
| **Multigres** | Go | 8,261 | 0.484 ms | 0.151 ms | +0.424 ms (+707%) |
### 16 clients
| Target | Lang | TPS | Avg Latency | Stddev | Overhead |
|---|---|---|---|---|---|
| **Direct PG** | C | 266,410 | 0.060 ms | 0.006 ms | — |
| **PgBouncer** | C | 36,416 | 0.439 ms | 0.094 ms | +0.379 ms |
| **PgDog** | Rust | 76,850 | 0.208 ms | 0.038 ms | +0.148 ms |
| **SPQR** | Go | 47,969 | 0.333 ms | 0.147 ms | +0.273 ms |
| **Multigres** | Go | 17,853 | 0.896 ms | 0.303 ms | +0.836 ms |
### 64 clients
| Target | Lang | TPS | Avg Latency | Stddev | Overhead |
|---|---|---|---|---|---|
| **Direct PG** | C | 241,199 | 0.265 ms | 0.137 ms | — |
| **PgBouncer** | C | 35,879 | 1.784 ms | 0.317 ms | +1.519 ms |
| **PgDog** | Rust | 76,789 | 0.833 ms | 0.187 ms | +0.568 ms |
| **SPQR** | Go | 80,247 | 0.797 ms | 0.678 ms | +0.532 ms |
| **Multigres** | Go | 25,979 | 2.463 ms | 0.836 ms | +2.198 ms |
### Scaling summary
| Target | c4 TPS | c16 TPS | c64 TPS | Scaling pattern |
|---|---|---|---|---|
| **Direct PG** | 66,252 | 266,410 | 241,199 | peaks at c16, contention at c64 |
| **PgBouncer** | 37,453 | 36,416 | 35,879 | flat — single-threaded ceiling |
| **PgDog** | 30,828 | 76,850 | 76,789 | scales to c16, then plateaus |
| **SPQR** | 25,105 | 47,969 | 80,247 | linear growth to c64 |
| **Multigres** | 8,261 | 17,853 | 25,979 | scales but 3-8x slower than others |
---
## Key Observations
1. **PgBouncer** is single-threaded — TPS stays flat at ~36-37k regardless of client count. Lowest latency overhead at c4 (+0.047ms), but doesn't scale.
2. **PgDog** (Rust) scales well from c4→c16 (2.5x TPS) then plateaus. At c16+, it's **2x faster than PgBouncer** in TPS.
3. **SPQR** (Go) scales linearly all the way to c64 — highest absolute TPS of any proxy at c64 (80k). But at c4, it's the slowest of the "fast" proxies (+0.099ms overhead).
4. **Multigres** (Go) is 3-8x slower than all other proxies at every concurrency level. 0.484ms overhead at c4 vs 0.047ms for PgBouncer. The architecture (etcd + pgctld + multipooler + multigateway) adds significant latency.
5. **Multi-threaded proxies win at scale** — PgDog and SPQR both overtake PgBouncer at c16+. This matches the Jul 2025 findings in #63.
### Comparison with #63 results (Jul 2025, Hetzner 16 vCPU AMD EPYC)
| Proxy | Jul 2025 latency | Feb 2026 latency | Notes |
|---|---|---|---|
| PgBouncer | 0.573 ms | 0.107 ms | Different test params |
| PgDog | 0.626 ms | 0.130 ms | Newer version |
| SPQR | 1.222 ms | 0.159 ms | Newer version |
| Multigres | N/A | 0.484 ms | New addition |
*Note: #63 used different pgbench parameters and possibly different PG config. Latency numbers aren't directly comparable — only relative ordering matters.*
---
## Multigres-Specific Bugs
During setup and benchmarking, several Multigres bugs were found:
### 1. `grpc-consensus` blocks single-node startup (HIGH)
Without `--service-map grpc-queryservice,-grpc-consensus`, multipooler hangs forever waiting for consensus peers. No error message, no docs.
### 2. SCRAM-SHA-256 auth required but undocumented (MEDIUM)
Commit #370 enforced SCRAM auth. The setup guide doesn't mention `ALTER USER postgres PASSWORD '...'` is required.
### 3. Heartbeat table not auto-created (MEDIUM)
`multigres.heartbeat` table must be manually created when not using multiorch. No error mentions this — connections just fail.
### 4. BackupLocation API breaking change (LOW)
Topology API now requires a protobuf struct for BackupLocation instead of a simple string. Old examples/docs broken.
### 5. MonitorPostgres pool closure bug (observed in earlier runs)
Under sustained load (c16+), multipooler's `MonitorPostgres` enters a restart loop trying to `pg_ctl start` a healthy PostgreSQL. This closes the connection pool. In this benchmark run, Multigres completed all tests without this bug manifesting — it may be a race condition.
---
## Flamegraphs
Flamegraphs collected with `perf record -F 99 -g -- sleep 15` during c4 SELECT-only load.
*(Flamegraphs attached as comments below)*
---
## Reproduction
Full reproduction requires:
1. Hetzner CCX43 (or equivalent 16-vCPU dedicated)
2. Ubuntu 24.04
3. PostgreSQL 17.x from apt.postgresql.org
4. PgBouncer 1.25.x from apt.postgresql.org
5. PgDog from `ghcr.io/pgdogdev/pgdog:main` (Docker)
6. SPQR built from source (`github.com/pg-sharding/spqr`, requires CGO)
7. Multigres built from source (`github.com/multigres/multigres`, commit `66af929`)
8. etcd 3.6.x for Multigres topology
All configs listed above. All tests run on localhost. 10s warmup + 60s measured, SELECT-only.
issue
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