Realtime Data Pipeline Development Services.

Kafka, Kinesis, Pulsar, DynamoDB Streams, EventBridge

Outcomes: reliable, high-throughput ingestion

Stream processors, enrichment, aggregation, retries

Tools: Flink, Spark Streaming, Lambda

Outcomes: clean, transformed, actionable data

Sync databases in real time for microservices, search, ML updates

Tools: Debezium, AWS DMS, Kafka Connect

Parsing, enrichment, validation, anomaly detection

Tools: Spark Structured Streaming, Flink, AWS Glue

QuickSight, Grafana, Kibana, custom dashboards

Instant visibility & better decision-making

Elasticsearch, OpenSearch, Pinecone, Weaviate

Low-latency indexing for improved user experience

Streaming inference, embeddings, RAG context injection

Tools: SageMaker, MLflow, Triton Server

Lag, throughput, error tracking, alerts, schema evolution

Tools: Datadog, Prometheus, CloudWatch