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Consultation

Service — Modernization

A staged route off a system that has stopped moving.

Rewrites fail on the cutover, not on the code. We move capability across in slices, keep both paths running until each slice proves itself, and never ask a business to bet a weekend on a big-bang switch.

DISCIPLINEModernization
CAPABILITIES3 Core Domains
ARCHITECTUREProduction-Grade
DELIVERY MODELDedicated Squads
RELIABILITY99.99% Standard

01 / 3

Strangler migration

Big-bang rewrites fail in public. Systems modernization must be incremental, boring, and safe.

Stable interfaces placed in front of legacy systems, decomposing monoliths into modern services slice by slice.

  • Domain isolation using reverse proxies and backwards-compatible API facades
  • Capabilities moved behind stable boundaries one independently testable slice at a time
  • Every incremental milestone independently deployable and reversible
syscov-runtime // strangler-facade-envoy.yaml
CUTOVER RISK: 0.0%
STRANGLER: FACADE PROXYTRAFFIC: 50% CUTOVER

Slice 01: Auth & User Identity

Reverse proxy routes `/api/v1/auth` traffic to the new TypeScript edge service while the legacy monolith continues handling untransformed routes.

FAC-1
Envoy Ingress Facade
Prefix routing rule `/api/v1/auth` matches new Go/TS microservice
ROUTED
FAC-2
Anti-Corruption Layer
Translates legacy session cookies into modern signed JWTs
ACTIVE
FAC-3
Dual Token Validation
Both legacy monolith and new services accept both credentials
ONLINE
FAC-4
Monolith Auth Excision
Decommissioned legacy session tables with zero downtime
VERIFIED
STRANGLER TELEMETRYNon-Blocking Facade
MIGRATION PROGRESS3 of 4 SlicesIncremental Delivery
MONOLITH CPU RELIEF-68% LoadDecoupled Architecture
FACADE LATENCY< 0.8msEnvoy Proxy Wire
BIG-BANG CUTOVERS0 (Forbidden)Zero Weekend Bets
STRANGLER TRAFFIC DIAL & SAFETY REVERSION
Current traffic dial: 50% of live user traffic routed to modernized slice. Remaining 50% handled by monolith.

02 / 3

Live reconciliation

Correctness should be proven with production traffic comparisons, not argued in committee.

Old and new systems running against production traffic simultaneously, proving correctness before traffic shifts.

  • Shadow execution comparing legacy and modernized outputs on live requests
  • Automated difference detection surfacing edge cases and undocumented legacy quirks
  • Zero-downtime data migration with bi-directional synchronization and rollback guarantees
syscov-runtime // shadow-diff-reconciliation.rs
SEMANTIC PARITY: 99.998%
VERIFICATION: 100% LIVE TRAFFIC MIRRORSTATUS: CONTINUOUS RECON

Shadow Execution (Dark Launch)

Production requests are duplicated at the API gateway: the legacy system responds to the real user, while the new system executes in shadow mode.

REC-1
Asynchronous Request Duplication
Envoy mirrors incoming traffic with zero latency penalty to user
MIRRORED
REC-2
Write Isolation Safeguards
Shadow engine uses isolated sandbox database; zero duplicate charges
SANDBOXED
REC-3
Side-by-Side Response Capture
Payload headers, status codes, and JSON bodies buffered in Kafka
STREAMING
REC-4
Continuous Traffic Saturation
Validated over 4,200,000 requests during peak business hours
VERIFIED
RECONCILIATION TELEMETRYShadow Verified
SHADOW TRAFFIC RATE100% MirroredZero User Degradation
OUTPUT PARITY99.998%Deterministic AST Diff
REPLICATION LAG4.2msReal-Time Debezium CDC
CUSTOMER IMPACT0.0%Read-Only Isolation
SEMANTIC DIFF DRILLS & LEGACY QUIRK RESOLUTION
Shadow testing mathematically proves correctness before a single real user is moved to the new code.

03 / 3

Performance recovery

Migrating an inefficient architecture without resolving bottlenecks merely relocates the problem.

Bottleneck elimination, query optimization, and dead code excision to restore rapid team velocity.

  • Deep profiling of hot code paths, expensive queries, and database locks
  • Legacy technical debt excised rather than copied forward to new services
  • Measurable throughput and latency gains verified against historical baselines
syscov-runtime // flamegraph-profiler-trace.perf
P99 GAIN: -97% LATENCY
OPTIMIZATION: DATABASE WORKLOADHOTSPOTS DETECTED

N+1 Query & Table Lock Excision

Eliminating catastrophic N+1 query loops, missing composite indexes, and long-running table locks that ground legacy applications to a halt.

OPT-1
N+1 Query Loop Excision
Collapsed 48 sequential round-trips into a single parameterized batch query
OPTIMIZED
OPT-2
Composite Index Application
Added partial index on `(tenant_id, created_at)` eliminating sequential scan
APPLIED
OPT-3
Connection Pool Rebalancing
PgBouncer socket multiplexing reduced active DB connections from 450 to 18
STABILIZED
OPT-4
Read Replica Offloading
Redirected heavy reporting SELECTs away from primary write node
VERIFIED
PERFORMANCE HUDFlamegraph Analyzed
P99 LATENCY850ms p99Legacy Monolith
THROUGHPUT CAPACITY1x BottleneckedConcurrent Users
DB CONNECTIONS450 SaturatedPgBouncer Multiplexed
TECHNICAL DEBTOrphaned CodeClean Architecture
FLAMEGRAPH PROFILING & BOTTLENECK EXCISION
We profile before rewriting. Often fixing 3 query hotspots and dead background queues restores rapid system performance.

Engineering Principles

Three things we hold to.

How we approach every engagement — the non-negotiables that keep systems maintainable, compliant, and buildable.

RULE 01 // FOUNDATION

No cutover weekend

Each slice goes live on its own. Risk arrives in portions small enough to reverse.

Incremental domain migration behind reverse-proxy adapters
RULE 02 // EXECUTION

Keep the operational context

The undocumented logic in a legacy system is usually there for a reason. We find the reason first.

Full integration test coverage before refactoring code
RULE 03 // GOVERNANCE

Leave it changeable

The point is not a new system. It is a system your engineers can change with confidence.

Zero downtime deployment with parallel run reconciliation

Engagement Outcomes

Production deliverables you own from day one.

Every engagement produces tangible codebases, automated pipelines, and operational specs your internal team actually runs.

DEL-01STRANGLER FIG

Migration Proxy Architecture

Intelligent reverse-proxy routing requests between legacy services and new microservices with zero downtime.

  • Route-by-route traffic shifting
  • Canary percentage rollout gates
  • Instant zero-latency rollback switch
DEL-02CONSISTENCY

Dual-Write & Data Sync Layer

Bi-directional data reconciliation pipeline ensuring zero data loss during multi-phase database migrations.

  • Event-driven change data capture
  • Automated reconciliation audits
  • Idempotent event replay pipelines
DEL-03SAFETY

Characterization Test Suite

Comprehensive integration test coverage capturing legacy behaviors before refactoring or replacement begins.

  • Shadow traffic comparison tests
  • Golden master API assertions
  • Continuous behavioral diff gating
DEL-04HANDOVER

Decommissioning & Training

Step-by-step sunset strategy for legacy dependencies paired with deep technical training for your engineering team.

  • Legacy component retirement checklist
  • Modern stack training curriculum
  • Long-term architecture documentation

Tell us what you are trying to build.

Bring the constraint that worries you most. That is usually the fastest way to work out whether this is the right service for the job.

Principal engineer review·48h scoping·Zero sales friction