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RedisRedis · Valkey · Cluster · Sentinel
Sub-millisecond latency

Redis & Valkey, cached, clustered, never slow.

In short: Redis is an open-source, in-memory data store used as a database, cache, and message broker, delivering sub-millisecond latency. It supports rich data structures — strings, hashes, lists, sets, sorted sets, streams, and HyperLogLog — with persistence (RDB/AOF), replication, Sentinel and Cluster high availability, and server-side Lua scripting.

Expert Redis and Valkey consulting for high-performance in-memory databases, caching solutions, and real-time applications. Optimize your data layer for maximum speed and efficiency.

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RedisJUSDB_REDIS_PROD
LIVE
Redis

Redis 7.2 · cluster

3 primaries + 3 replicas · 16384 slots

Tuned
Ops / sec

0.00M

Cache hit rate

98.5%

Evictions / sec

0

Connected clients

0

Ops Throughput

0.00M ops/s

[OK] rdb: snapshot saved, AOF rewrite 0 stalls

[INF] repl: replica-02 in sync, offset caught up

[OK] maxmemory-policy allkeys-lru, 62% used

[INF] keyspace notifications streaming to consumers

Representative fleet view · illustrative metrics

0+

Redis Instances Managed

0.99%

Uptime SLA

0M+

Peak Ops / sec

0ms

Sub-ms p99 Latency

What we do

Redis & Valkey engineering

Our in-memory database specialists deliver high-performance solutions for caching, session management, and real-time applications.

Latency & Memory Profiling

Optimize maxmemory-policies, memory fragmentation ratios, and RDB/AOF persistence latency spikes.

Cluster & Sentinel HA

Design and manage Redis Clusters with automated shard rebalancing and Sentinel zero-downtime failovers.

Advanced Data Structures & Lua

Implement HyperLogLog, Bloom filters, and atomic server-side Lua scripting for complex business logic.

Security & Encryption

Secure Redis deployments with AWS KMS integrated TLS, ACLs (Redis 6+), and strict network isolation.

Pub/Sub & Event Streams

Architect robust real-time messaging using Redis Streams (Consumer Groups) and Pub/Sub pipelines.

Seamless Valkey Migration

Zero-downtime migrations from Redis/ElastiCache to open-source Valkey or newer Redis versions.

In-memory performance

Redis & Valkey expertise

Our in-memory database specialists deliver high-performance solutions for caching, session management, and real-time applications.

Redis Cluster algorithmic resharding and hash-tagging
Open-source Valkey migration and backward-compatibility
Atomic operations using server-side Lua scripts
Redis Streams implementation (Consumer Groups, XACK)
Memory eviction tuning (allkeys-lru, volatile-ttl)
AOF & RDB tuning (fsync policies, fork-time latency)
Redis Sentinel quorum optimization and split-brain prevention
Redis RESP3 protocol upgrades and client library tuning

Cache Performance

After tuning
Pipelining round-trip reduction0%
Connection-pool efficiency0%
Memory fragmentation reclaimed0%
Cache hit rate0%

12×

Throughput gain

55%

Memory reduction

Real cases

Workloads we've transformed

Cache Stampede

9,400ms

12ms

Thundering herd on cold key expiry

The fix

Added request coalescing + jittered TTLs

Big Key / O(n) Command

6,200ms

0.4ms

KEYS * blocking on 240MB list

The fix

Replaced KEYS with cursor-based SCAN

No Eviction Policy

OOM

Stable

maxmemory-policy noeviction → crashes

The fix

Set allkeys-lru, capped maxmemory at 75%

Redis Cluster ACTIVESentinel quorum · 3 shards

0.00%

Cluster Uptime

<0s

Failover RTO

0ms

Replica Lag

shard-01 · 6379
PRIMARYONLINE
shard-01 · 6380
REPLICAONLINE
shard-02 · 6379
PRIMARYONLINE

High availability

Always on. Cluster-engineered.

Redis Cluster with hash-slot sharding, Sentinel quorum-based failover, and split-brain prevention — tested with failover drills. Real 99.99% uptime, not a theoretical SLA.

Redis Cluster hash-slot sharding & online resharding
Sentinel quorum optimization and split-brain prevention
Automatic failover — sub-second promotion of replicas
Cross-datacenter replication and read-replica fan-out
AOF + RDB persistence with verified point-in-time restore

Incident response

An OOM-eviction P1, handled in under 15 minutes.

When memory pressure triggers mass evictions or a fork stalls latency, a named Redis engineer responds — not a ticket queue. Eviction-policy and persistence fixes applied online, with a blameless postmortem after.

P1 alert → named Redis engineer paged in under 15 minutes
Root cause via INFO, latency monitor & slowlog
Eviction-policy & maxmemory tuning — no downtime
Blameless postmortem with a prevention plan
Live incident replayP1 → resolved · ~10 min
1
00:00Alert fired

used_memory hit maxmemory — OOM evictions spiking

2
00:02On-call paged

Named Redis engineer in under 15 min, not a queue

3
00:05Root cause

Big key — 240MB list scanned by KEYS *

4
00:08Fix applied

Swapped KEYS→SCAN, set allkeys-lru policy

5
00:10Resolved

Evictions cleared, p99 90ms → 0.4ms — total 10 min

Pre-Migration Assessment

Memcached / self-hosted → Redis (ElastiCache)

READY
Keyspace & data-structure analysis0%
RDB snapshot import0%
Replication catch-up (PSYNC)0%
Cutover readiness0%

Estimated cutover window: < 5 minutes

Migration

Move to Valkey without the downtime

Redis or ElastiCache → open-source Valkey, or Sentinel → Cluster. We pre-validate config and data structures, replicate live, and cut over in a sub-minute window with backward compatibility.

Redis/ElastiCache → Valkey with full RESP compatibility
Sentinel → Cluster topology migration, online
Version upgrades & RESP3 protocol cutover, reversible
ElastiCache, MemoryDB, self-hosted & Kubernetes targets
Plan My Migration

Technology stack

Technologies We Work With

Complete Redis and Valkey ecosystem support

Redis
Valkey
Redis Cluster
Redis Sentinel
RedisInsight
Redis Stack
Prometheus
Grafana

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Ready to Accelerate Your Applications?

Unlock the full potential of in-memory databases with our Redis and Valkey expertise. Achieve lightning-fast performance and seamless scalability.

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Related In-Memory & Caching Services

Valkey Consulting

Open-source Redis alternative with AWS, Google, and Oracle backing. Expert Valkey migration, Lua scripting, and cross-datacenter replication consulting.

Aerospike Services

Sub-millisecond latency at petabyte scale with Aerospike's hybrid memory architecture — ideal when Redis/Valkey doesn't scale far enough.

Redis service paths

Redis Consulting

OSS vs Enterprise vs ElastiCache vs MemoryDB decisions, module architecture (RediSearch, RedisJSON, vector), SSPL/RSAL licensing strategy.

Redis Migration

Sentinel → Cluster, self-managed → ElastiCache or MemoryDB, version upgrades, cross-cloud, with zero-downtime cutover playbooks.

Redis on Kubernetes

Redis Operator, Helm chart, Sentinel and Cluster topology on K8s, PVC strategy, ingress patterns for production-grade Redis.

Explore Our Redis Services

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