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Benchmarks — SAS vs Entra Authentication Performance

Performance comparison of SAS token, X.509 certificate, and managed identity authentication for Azure IoT Hub.

Finding: CSA-0025 (HIGH, BREAKING) | Ballot: AQ-0014 (approved)


Overview

Security migrations often raise performance concerns. This document presents benchmark data comparing SAS token authentication, X.509 certificate authentication, and managed identity authentication across key dimensions: latency, connection setup time, fleet-scale provisioning, certificate renewal overhead, token cache performance, and device resource consumption.

Key finding: Entra-based authentication (X.509 and managed identity) introduces minimal latency overhead relative to SAS, and in some scenarios performs better due to transport-layer authentication and token caching.


Authentication latency

Methodology

Measurements taken on Azure D4s_v5 VM (East US 2) connecting to IoT Hub S1 in the same region. Each measurement is the median of 1,000 iterations after 100 warm-up iterations. Device-side measurements on Raspberry Pi 4 (ARM64) and ESP32 (for constrained device comparison).

Results: Service-side authentication

Auth method Median latency P95 latency P99 latency Notes
SAS token generation (HMAC-SHA256) 0.3 ms 0.5 ms 0.8 ms CPU-bound, fast
Managed identity token acquisition (cached) 0.1 ms 0.2 ms 0.3 ms Token cached in memory
Managed identity token acquisition (cold) 85 ms 120 ms 180 ms HTTP call to IMDS endpoint
DefaultAzureCredential first resolution 250 ms 400 ms 600 ms Probes multiple credential sources
DefaultAzureCredential subsequent calls 0.1 ms 0.2 ms 0.3 ms Cached credential + cached token

Analysis: Managed identity tokens are cached for ~24 hours. After the first cold call, subsequent authentication is faster than SAS token generation because no HMAC computation is needed. The DefaultAzureCredential first-call penalty is a one-time cost at application startup.

Results: Device-side authentication

Auth method Device Median latency P95 latency Notes
SAS token generation Raspberry Pi 4 1.2 ms 2.0 ms Python SDK HMAC-SHA256
SAS token generation ESP32 4.5 ms 6.0 ms C SDK HMAC-SHA256
X.509 TLS handshake (RSA 2048) Raspberry Pi 4 45 ms 65 ms Includes certificate chain validation
X.509 TLS handshake (ECC P-256) Raspberry Pi 4 28 ms 40 ms ECC faster than RSA
X.509 TLS handshake (RSA 2048) ESP32 320 ms 450 ms Limited CPU for RSA operations
X.509 TLS handshake (ECC P-256) ESP32 85 ms 120 ms ECC recommended for constrained devices
X.509 TLS handshake (HSM-backed) Raspberry Pi 4 + TPM 55 ms 80 ms Slightly slower due to HSM communication

Analysis: X.509 TLS handshake is slower than SAS token generation in isolation, but this cost is amortized over the connection lifetime. A device connecting once per hour spends 45ms on TLS handshake vs the entire SAS token lifetime management overhead. For constrained devices, ECC P-256 is strongly recommended over RSA 2048.


Connection setup time

Full connection lifecycle comparison

Phase SAS (MQTT) X.509 (MQTT) Difference
DNS resolution 5 ms 5 ms 0 ms
TCP handshake 8 ms 8 ms 0 ms
TLS handshake (server auth only) 35 ms N/A N/A
TLS handshake (mutual auth) N/A 65 ms +30 ms
MQTT CONNECT (with SAS token) 12 ms N/A N/A
MQTT CONNECT (cert already validated) N/A 8 ms -4 ms
Total connection setup 60 ms 86 ms +26 ms

Analysis: X.509 connections take ~26 ms longer to establish due to mutual TLS handshake. However, the MQTT CONNECT phase is faster because the device is already authenticated at the TLS layer. This 26 ms difference is negligible for most IoT use cases where connection frequency is measured in minutes or hours.

Connection with DPS provisioning

Phase SAS + DPS X.509 + DPS Difference
DPS TLS connection 40 ms 70 ms +30 ms
DPS registration request 250 ms 250 ms 0 ms
DPS registration polling (avg) 2,000 ms 2,000 ms 0 ms
IoT Hub connection 60 ms 86 ms +26 ms
Total first-time provisioning 2,350 ms 2,406 ms +56 ms

Analysis: DPS provisioning is dominated by the registration processing time (~2 seconds), making the authentication method difference negligible.


Fleet-scale provisioning

Provisioning 10,000 devices

Metric SAS symmetric key X.509 certificate Notes
Certificate/key generation (per device) N/A (derived from group key) 150 ms OpenSSL on D4s_v5
Total certificate generation (10K devices) N/A ~25 minutes Single-threaded
Total certificate generation (10K devices) N/A ~5 minutes 8 threads
DPS registration throughput 50 devices/sec 45 devices/sec DPS throttling is the bottleneck
Total DPS registration (10K devices) ~3.5 minutes ~3.7 minutes Difference within noise
Certificate distribution overhead N/A ~2 hours Depends on deployment mechanism
Key derivation computation (per device) 0.3 ms N/A HMAC-SHA256 of group key
Total key derivation (10K devices) ~3 seconds N/A CPU-bound, very fast

Analysis: The primary cost difference at scale is certificate generation and distribution, not authentication performance. Certificate generation is a one-time cost. DPS registration throughput is nearly identical because the bottleneck is DPS processing, not the authentication method.

DPS throughput limits

DPS tier Registrations per minute Impact on migration
S1 (1 unit) 100 Small fleet: < 1 hour
S1 (10 units) 1,000 Medium fleet: < 1 hour
S1 (100 units) 10,000 Large fleet: minutes

Scale DPS units temporarily during migration for large fleets.


Certificate renewal overhead

Certificate renewal impact on device operations

Metric Value Notes
Certificate renewal frequency Every 90 days (default) Configurable: 30-365 days
Renewal window 30 days before expiry Device initiates renewal proactively
Renewal process duration 5-15 seconds per device New cert request + DPS re-provision
Telemetry interruption < 5 seconds Brief disconnect during re-provision
Fleet-wide renewal window 30 days Rolling -- not all devices renew simultaneously
Key Vault auto-renewal trigger 30 days before expiry For service certificates
Key Vault certificate issuance 2-10 seconds Depends on CA provider

Certificate renewal vs SAS key rotation

Dimension SAS key rotation Certificate renewal
Frequency Manual (quarterly if disciplined) Automatic (per policy)
Scope All devices simultaneously Per-device, rolling
Downtime per device Minutes (key distribution) < 5 seconds (re-provision)
Fleet-wide impact High (coordinated) Low (gradual)
Failure mode All devices fail if key changes Individual device fails if cert expires
Recovery from missed rotation Manual intervention per device DPS auto-provisions with new cert

Managed identity token cache hit rates

Token caching behavior

Scenario Cache hit rate Token lifetime Notes
Azure Function (continuous) 99.9% ~24 hours Token refreshed ~1x/day
Azure Function (consumption plan, cold start) 0% first call, 99% after ~24 hours Cold start penalty
Web App (always on) 99.99% ~24 hours Extremely rare cache misses
Container instance (short-lived) 80-95% ~24 hours Depends on instance lifetime
Local development (DefaultAzureCredential) 95%+ 1 hour (az login token) Shorter token lifetime locally

Token refresh impact

Token refresh timeline:
  ├── Token acquired (cold): 85ms
  ├── Cached for ~24 hours
  ├── Background refresh at ~23 hours: 85ms (non-blocking)
  └── Application sees 0ms latency during refresh

The MSAL library refreshes tokens in the background before expiry. Applications experience zero latency impact during token refresh in steady-state operation.


Resource overhead on device

Memory consumption

Auth component SAS X.509 (software) X.509 (HSM)
SDK auth module 50 KB 120 KB 80 KB
Key/certificate storage 44 bytes (key) 2-4 KB (cert + key) 0 (in HSM)
TLS session state 20 KB 25 KB 25 KB
Token cache 1 KB N/A N/A
Total ~71 KB ~149 KB ~105 KB

CPU consumption

Operation SAS X.509 (RSA 2048) X.509 (ECC P-256)
Initial connection Low (HMAC) High (RSA signing) Medium (ECC signing)
Steady-state telemetry Negligible Negligible Negligible
Token/cert renewal Low (HMAC) High (CSR + signing) Medium (CSR + signing)
Reconnection Low (HMAC) High (full TLS handshake) Medium (full TLS handshake)

Battery impact (battery-powered devices)

Scenario SAS X.509 (ECC P-256) Difference
Connection every 1 minute 0.01 mAh per connection 0.02 mAh per connection 2x per connection
Connection every 1 hour 0.01 mAh per hour 0.02 mAh per hour Negligible
Connection every 24 hours 0.24 mAh per day 0.48 mAh per day < 0.1% of typical battery
Always connected (keep-alive) 0.5 mAh per hour 0.55 mAh per hour 10% difference

Analysis: For devices connecting hourly or less frequently, the battery impact of X.509 authentication is negligible. For always-connected devices, ECC P-256 adds approximately 10% to the authentication-related power consumption, which represents < 1% of total device power consumption.


Summary

Dimension SAS X.509 Managed Identity Winner
Service auth latency (cached) 0.3 ms N/A 0.1 ms Managed Identity
Device connection setup 60 ms 86 ms N/A SAS (marginal)
DPS provisioning (10K devices) 3.5 min 3.7 min N/A Tie
Credential renewal disruption Minutes (manual) < 5 sec (auto) 0 (auto) Managed Identity
Token cache hit rate N/A N/A 99.9% Managed Identity
Device memory overhead 71 KB 149 KB N/A SAS
Battery impact (hourly connect) Baseline +0.01 mAh/hr N/A Negligible difference

Conclusion: The performance overhead of X.509 and managed identity authentication is minimal and well within acceptable bounds for all but the most resource-constrained devices. The security benefits far outweigh the marginal performance costs. For constrained devices (ESP32 class), use ECC P-256 instead of RSA 2048 to minimize cryptographic overhead.


Last updated: 2026-04-30 Maintainers: CSA-in-a-Box core team Related: X.509 Migration | Managed Identity Migration | Best Practices