handymanServices & Tools
extensionCommon Features
extensionDeclarative Workload Scheduling
Container orchestrators like Kubernetes, Nomad, and ECS take declarative workload specifications (pods, jobs, services) and continuously reconcile cluster state to match the desired configuration.
extensionHorizontal and Event-Driven Autoscaling
Platforms like Kubernetes HPA, KEDA, and Karpenter scale workloads and underlying nodes based on CPU, memory, custom metrics, or external event sources such as queue depth.
extensionDurable Workflow Execution
Workflow engines like Temporal, AWS Step Functions, and Inngest provide durable, fault-tolerant execution for long-running, multi-step business processes that survive process restarts and infrastructure failures.
extensionData Pipeline Orchestration
Data orchestrators like Apache Airflow, Prefect, Dagster, and Kestra schedule and monitor DAG-based data pipelines across batch, streaming, and ML workloads.
extensionGitOps and Continuous Deployment
GitOps controllers like Argo CD and Flux CD reconcile Git-defined manifests into running Kubernetes clusters, enabling auditable, declarative continuous deployment.
extensionMulti-Cluster and Hybrid Cloud Control Planes
Platforms like Rancher, OpenShift, VMware Tanzu, Mirantis, and Crossplane provide unified control planes for managing multiple Kubernetes clusters and cloud resources across on-prem and public cloud.
extensionServerless Containers and Functions
Services like AWS Fargate, Knative, and Google Cloud Run abstract away node management, running containers and functions on managed infrastructure billed per request or per second.
task_altUse Cases
task_altMicroservices Platform
Engineering organizations deploy Kubernetes (EKS, GKE, AKS, OpenShift) as a microservices platform, running hundreds of services with service discovery, rolling deployments, and automated recovery.
task_altBatch and Stream Data Pipelines
Data teams use Airflow, Dagster, Prefect, or Kestra to orchestrate ETL/ELT pipelines, ML training workflows, and reporting jobs across warehouses, lakes, and streaming sources.
task_altDurable Business Process Workflows
Product teams use Temporal, AWS Step Functions, Conductor, or Inngest to implement order processing, payments, and approval workflows that must survive failures over hours, days, or months.
task_altGitOps Continuous Delivery
Platform teams use Argo CD or Flux CD to deliver application changes to many clusters by promoting Git commits across environments with full auditability.
task_altHybrid Cloud Cluster Fleet Management
Enterprises use Rancher, Tanzu, Mirantis Kubernetes Engine, or OpenShift to manage fleets of Kubernetes clusters across on-prem datacenters and multiple public clouds from one control plane.
task_altEvent-Driven Background Jobs
Application teams use Inngest, Trigger.dev, KEDA, or Cloud Scheduler to run background jobs triggered by HTTP events, queue messages, schedules, or webhook deliveries.
task_altAI Agent Workflow Orchestration
AI teams use durable workflow engines like Temporal and Inngest to orchestrate long-running agent workflows, tool calls, and human-in-the-loop approvals with retries and replay.
integration_instructionsIntegrations
integration_instructionsKubernetes
The de facto container orchestration platform from CNCF for declarative scheduling, scaling, and management of containerized workloads.
integration_instructionsAmazon EKS
AWS managed Kubernetes service with deep integration into IAM, VPC, Fargate, and other AWS services.
integration_instructionsGoogle Kubernetes Engine
Google Cloud's managed Kubernetes service with Autopilot, multi-cluster mesh, and tight integration with GCP networking and observability.
integration_instructionsArgo Workflows
Kubernetes-native workflow engine for running DAGs of containerized steps for CI/CD, ML, and data processing.
integration_instructionsTemporal
Durable execution platform for building long-running, fault-tolerant workflows with code-defined state machines.
integration_instructionsApache Airflow
Open-source workflow orchestration platform for authoring, scheduling, and monitoring DAG-based data pipelines.
integration_instructionsAWS Step Functions
Serverless workflow service for coordinating AWS Lambda functions and AWS services into multi-step state machines.
integration_instructionsArgo CD
Declarative GitOps continuous delivery tool for Kubernetes that automates application deployment from Git repositories.
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