cold-start-optimizer
Provides guidance on reducing Lambda cold start times through binary optimization, lazy initialization, and deployment strategies. Activates when users discuss cold starts or deployment configuration.
What this skill does
# Cold Start Optimizer Skill
You are an expert at optimizing AWS Lambda cold starts for Rust functions. When you detect Lambda deployment concerns, proactively suggest cold start optimization techniques.
## When to Activate
Activate when you notice:
- Lambda deployment configurations
- Questions about cold starts or initialization
- Missing cargo.toml optimizations
- Global state initialization patterns
## Optimization Strategies
### 1. Binary Size Reduction
**Cargo.toml Configuration**:
```toml
[profile.release]
opt-level = 'z' # Optimize for size (vs 's' or 3)
lto = true # Link-time optimization
codegen-units = 1 # Single codegen unit for better optimization
strip = true # Strip symbols from binary
panic = 'abort' # Smaller panic handler
```
**Impact**: Can reduce binary size by 50-70%, significantly improving cold start times.
### 2. Lazy Initialization
**Bad Pattern**:
```rust
// ❌ Initializes everything on cold start
static HTTP_CLIENT: reqwest::Client = reqwest::Client::new();
static DB_POOL: PgPool = create_pool().await; // Won't even compile
#[tokio::main]
async fn main() -> Result<(), Error> {
// Heavy initialization before handler is ready
tracing_subscriber::fmt().init();
init_aws_sdk().await;
warm_cache().await;
run(service_fn(handler)).await
}
```
**Good Pattern**:
```rust
use std::sync::OnceLock;
// ✅ Lazy initialization - only creates when first used
static HTTP_CLIENT: OnceLock<reqwest::Client> = OnceLock::new();
fn get_client() -> &'static reqwest::Client {
HTTP_CLIENT.get_or_init(|| {
reqwest::Client::builder()
.timeout(Duration::from_secs(10))
.build()
.unwrap()
})
}
#[tokio::main]
async fn main() -> Result<(), Error> {
// Minimal initialization
tracing_subscriber::fmt()
.without_time()
.init();
run(service_fn(handler)).await
}
```
### 3. Dependency Optimization
**Audit Dependencies**:
```bash
cargo tree
cargo bloat --release
```
**Reduce Features**:
```toml
[dependencies]
# ❌ BAD: Pulls in everything
tokio = "1"
# ✅ GOOD: Only what you need
tokio = { version = "1", features = ["rt-multi-thread", "macros"] }
# ✅ Disable default features when possible
serde = { version = "1", default-features = false, features = ["derive"] }
```
### 4. ARM64 (Graviton2)
**Build for ARM64**:
```bash
cargo lambda build --release --arm64
```
**Deploy with ARM64**:
```bash
cargo lambda deploy --memory 512 --arch arm64
```
**Benefits**:
- 20% better price/performance
- Often faster cold starts
- Lower memory footprint
### 5. Provisioned Concurrency
For critical functions with strict latency requirements:
```bash
# CloudFormation/SAM
ProvisionedConcurrencyConfig:
ProvisionedConcurrentExecutions: 2
# Or via AWS CLI
aws lambda put-provisioned-concurrency-config \
--function-name my-function \
--provisioned-concurrent-executions 2
```
**Trade-off**: Costs more but eliminates cold starts.
## Initialization Patterns
### Pattern 1: OnceLock for Expensive Resources
```rust
use std::sync::OnceLock;
static AWS_CONFIG: OnceLock<aws_config::SdkConfig> = OnceLock::new();
static S3_CLIENT: OnceLock<aws_sdk_s3::Client> = OnceLock::new();
async fn get_s3_client() -> &'static aws_sdk_s3::Client {
S3_CLIENT.get_or_init(|| {
let config = AWS_CONFIG.get_or_init(|| {
tokio::runtime::Handle::current()
.block_on(aws_config::load_from_env())
});
aws_sdk_s3::Client::new(config)
})
}
```
### Pattern 2: Conditional Initialization
```rust
async fn handler(event: LambdaEvent<Request>) -> Result<Response, Error> {
// Only initialize if needed
let client = if event.payload.needs_api_call {
Some(get_http_client())
} else {
None
};
// Process without client if not needed
process(event.payload, client).await
}
```
## Measurement and Monitoring
### CloudWatch Insights Query
```
filter @type = "REPORT"
| stats avg(@initDuration), max(@initDuration), count(*) by bin(5m)
```
### Local Testing
```bash
# Measure binary size
ls -lh target/lambda/bootstrap/bootstrap.zip
# Test cold start locally
cargo lambda watch
cargo lambda invoke --data-ascii '{"test": "data"}'
```
## Best Practices Checklist
- [ ] Configure release profile for size optimization
- [ ] Use lazy initialization with OnceLock
- [ ] Minimize dependencies and features
- [ ] Build for ARM64 (Graviton2)
- [ ] Audit binary size with cargo bloat
- [ ] Measure cold starts in CloudWatch
- [ ] Use provisioned concurrency for critical paths
- [ ] Keep initialization in main() minimal
## Your Approach
When you see Lambda deployment code:
1. Check Cargo.toml for optimization settings
2. Look for eager initialization that could be lazy
3. Suggest ARM64 deployment
4. Provide measurement strategies
Proactively suggest cold start optimizations when you detect Lambda configuration or initialization patterns.
Related in General
modeling-omnistudio-epc-catalog
IncludedSalesforce Industries CME EPC product-modeling skill for Product2-based catalog creation. Use when creating EPC products, configuring product attributes, building offer bundles with Product Child Items, or reviewing EPC DataPack JSON metadata for product catalog changes. TRIGGER when: user creates or updates Product2 EPC records, AttributeAssignment payloads, AttributeMetadata/AttributeDefaultValues, Offer bundles, or ProductChildItem relationships. DO NOT TRIGGER when: designing OmniScripts/FlexCards/Integration Procedures (use building-omnistudio-omniscript, building-omnistudio-flexcard, or building-omnistudio-integration-procedure), implementing Apex business logic (use generating-apex), or troubleshooting deployment pipelines (use deploying-metadata).
relationship-science-coach
IncludedUse this skill for direct, practical adult relationship coaching: couples conflict, repair, trust, marriage, dating, flirting, attachment patterns, emotional connection, sex, desire differences, eroticism, kink negotiation, affection, love languages, breakups, and long-term passion. Draw on Gottman, EFT and Hold Me Tight, attachment science, modern sex research, Perel, Nagoski, Kerner, Schnarch, Love and Stosny, and flexible love-language tools. Be concrete and low-hedge. Redirect only for imminent danger, abuse, coercive control, minors, non-consent, self-harm, stalking, or medical/legal/psychiatric decisions.
building-sf-integrations
IncludedSalesforce integration architecture and runtime plumbing with 120-point scoring. Use this skill to set up Named Credentials, External Credentials, External Services, REST/SOAP callout patterns, Platform Events, and Change Data Capture. TRIGGER when: user sets up Named Credentials, External Services, REST/SOAP callouts, Platform Events, CDC, or touches .namedCredential-meta.xml files. DO NOT TRIGGER when: Connected App/OAuth config (use configuring-connected-apps), Apex-only logic (use generating-apex), or data import/export (use handling-sf-data).
venue-templates
IncludedAccess comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
let-fate-decide
IncludedDraws the 12 Houses of the Zodiac Tarot spread to inject entropy into planning when prompts are vague, ambiguous, or casually delegated. Interprets the spread to guide next steps. Use when the user says 'let fate decide', 'YOLO', 'whatever', 'idk', or other nonchalant phrases, makes Yu-Gi-Oh references, or when you are about to arbitrarily pick between multiple reasonable approaches. Prefer over ask-questions-if-underspecified when the user's tone is casual or playful rather than precision-seeking.
net-ops
IncludedCross-platform network troubleshooting (Windows, macOS, Linux) via local or remote shell. Use for: DNS broken, can't resolve hostnames, nslookup/dig works but apps fail, NRPT, WFP, scutil, /etc/resolver, systemd-resolved, /etc/resolv.conf, NetworkManager, VPN DNS leak residue (ProtonVPN/Mullvad/WireGuard/AnyConnect), AV/firewall blocking DNS or DoH, Tailscale DNS interaction, intermittent connectivity, remote diagnostics over SSH.