Claude Skills by chrishuffman5

Memcached technology expert. Deep expertise in distributed caching, slab allocation, consistent hashing, cache strategies, and operational tuning. WHEN: \"Memcached\", \"memcached\", \"memcache\", \"slab allocator\", \"cache invalidation\", \"consistent hashing\", \"memcached stats\", \"cache hit ratio\", \"LRU memcached\", \"mcrouter\", \"twemproxy\", \"ElastiCache Memcached\".

MongoDB technology expert covering ALL versions. Deep expertise in document modeling, aggregation pipeline, sharding, replica sets, indexing, and operational tuning. WHEN: \"MongoDB\", \"mongod\", \"mongos\", \"mongosh\", \"replica set\", \"sharding\", \"aggregation pipeline\", \"MQL\", \"BSON\", \"WiredTiger\", \"Atlas\", \"change streams\", \"mongodump\", \"mongostat\", \"mongotop\".

MySQL technology expert covering ALL versions. Deep expertise in InnoDB storage engine, replication, InnoDB Cluster, query optimization, Performance Schema, and operational tuning. WHEN: \"MySQL\", \"InnoDB\", \"Group Replication\", \"InnoDB Cluster\", \"InnoDB ClusterSet\", \"MySQL Shell\", \"MySQL Router\", \"Performance Schema\", \"slow query log\", \"binlog\", \"binary log\", \"mysqld\", \"mysqldump\", \"mysqlbinlog\", \"innodb_buffer_pool\", \"GTID\", \"semi-sync\", \"XtraBackup\".

Neo4j technology expert covering ALL versions. Deep expertise in Cypher query language, graph data modeling, cluster operations, APOC procedures, GDS library, indexing, and performance tuning. WHEN: \"Neo4j\", \"Cypher\", \"graph database\", \"neo4j-admin\", \"APOC\", \"GDS\", \"Graph Data Science\", \"property graph\", \"node\", \"relationship\", \"MATCH\", \"MERGE\", \"CREATE\", \"graph traversal\", \"shortest path\", \"Bloom\", \"Aura\".

Amazon Neptune expert. Deep expertise in property graphs, RDF, Gremlin, SPARQL, openCypher, Neptune Analytics, Neptune ML, and graph query optimization. WHEN: \"Neptune\", \"Amazon Neptune\", \"Neptune Database\", \"Neptune Analytics\", \"Gremlin\", \"SPARQL\", \"openCypher\", \"Neptune ML\", \"Neptune Serverless\", \"Neptune graph\", \"RDF triple store\", \"Neptune notebook\".

OpenSearch as a general-purpose search/database engine covering ALL versions: index management, Query DSL, cluster operations, k-NN/neural/hybrid search, and operational tuning for application data. Use for \"OpenSearch\", \"opensearch-cli\", \"OpenSearch Dashboards\", \"ISM\", \"index state management\", \"security plugin\", \"anomaly detection\", \"alerting\", \"OpenSearch Serverless\", \"AOSS\", \"k-NN plugin\", \"neural search\", \"hybrid search\", \"search pipelines\", \"PPL\", \"cross-c...

Oracle Database technology expert covering architecture, administration, diagnostics, and PL/SQL development. WHEN to trigger: "Oracle Database", "Oracle DB", "PL/SQL", "ORA-", "AWR", "ASH", "ADDM", "RAC", "Data Guard", "RMAN", "tablespace", "SGA", "PGA", "CDB", "PDB", "multitenant", "ASM", "V$SESSION", "DBA_", "GV$", "listener", "tnsnames", "sqlplus", "SQL*Plus"

Cross-engine database expertise for architecture selection, data modeling, and database comparison across all paradigms (RDBMS, document, key-value, wide-column, graph, time-series, search, columnar/OLAP, cloud warehouses, embedded). Use when the question is technology-agnostic: \"which database\", \"database architecture\", \"SQL vs NoSQL\", \"database comparison\", \"choose a database\", \"data modeling\", \"ACID vs BASE\", \"CAP theorem\", \"database paradigm\", \"relational vs document\",...

PostgreSQL technology expert covering ALL versions. Deep expertise in MVCC, VACUUM, WAL, replication, extensions, query optimization, and operational tuning. WHEN: \"PostgreSQL\", \"Postgres\", \"psql\", \"pg_stat\", \"VACUUM\", \"MVCC\", \"WAL\", \"pgAdmin\", \"pg_dump\", \"autovacuum\", \"PgBouncer\", \"PostGIS\", \"pgvector\", \"pg_cron\", \"JSONB\", \"EXPLAIN ANALYZE\", \"shared_buffers\", \"work_mem\", \"streaming replication\", \"logical replication\", \"TOAST\", \"pg_basebackup\".

Redis as a database/cache engine covering ALL versions: data structures, clustering, sentinel, persistence (RDB/AOF), pub/sub, Lua scripting, memory eviction, and operational tuning. Use for \"Redis\", \"redis-cli\", \"redis-server\", \"Redis Cluster\", \"Redis Sentinel\", \"RDB\", \"AOF\", \"RESP protocol\", \"redis.conf\", \"Lua scripting Redis\", \"Redis memory\", \"key eviction\". Do NOT use for Redis Streams as a messaging/broker primitive (XADD, XREADGROUP, XACK, consumer groups, Redis ...

Amazon Redshift expert. Deep expertise in columnar storage, distribution styles, sort keys, Redshift Serverless, Spectrum, data sharing, materialized views, and query optimization. WHEN: \"Redshift\", \"Amazon Redshift\", \"Redshift Serverless\", \"Redshift Spectrum\", \"distribution key\", \"sort key\", \"DISTKEY\", \"SORTKEY\", \"DISTSTYLE\", \"WLM\", \"Redshift ML\", \"STL_\", \"SVL_\", \"SYS_\", \"data sharing Redshift\".

ScyllaDB technology expert covering ALL versions. Deep expertise in shard-per-core architecture, CQL compatibility, performance tuning, cluster operations, and Cassandra migration. WHEN: \"ScyllaDB\", \"Scylla\", \"scylla.yaml\", \"nodetool scylla\", \"shard-per-core\", \"seastar\", \"ScyllaDB Cloud\", \"ScyllaDB Enterprise\", \"Alternator\", \"scylla-manager\", \"CQL Scylla\", \"tablets scylladb\", \"sctool\", \"scylla_setup\".

Snowflake expert. Deep expertise in virtual warehouses, micro-partitions, clustering, Snowpipe, streams/tasks, Time Travel, data sharing, Snowpark, and cost optimization. WHEN: \"Snowflake\", \"SnowSQL\", \"Snowpipe\", \"virtual warehouse\", \"micro-partition\", \"clustering key\", \"Time Travel\", \"data sharing\", \"Snowpark\", \"Snowflake Cortex\", \"ACCOUNT_USAGE\", \"INFORMATION_SCHEMA\", \"warehouse sizing\", \"credit consumption\".

Expert agent for Microsoft SQL Server across ALL versions. Provides deep expertise in T-SQL development, query optimization, execution plans, indexing strategies, Always On availability groups, security, and administration. WHEN: \"SQL Server\", \"MSSQL\", \"T-SQL\", \"SSMS\", \"query store\", \"execution plan\", \"Always On\", \"SQL Agent\", \"tempdb\", \"DMV\", \"wait stats\", \"parameter sniffing\", \"deadlock\", \"index tuning\", \"backup strategy\".

SQLite technology expert. Deep expertise in embedded database design, WAL mode, FTS5, JSON support, window functions, virtual tables, and application integration. WHEN: \"SQLite\", \"sqlite3\", \".sqlite\", \"WAL mode\", \"FTS5\", \"PRAGMA\", \"sqlite3_\", \"ATTACH DATABASE\", \"virtual table\", \"SQLite JSON\", \"STRICT tables\", \"SQLite WASM\", \"litestream\", \"rqlite\".

Azure Synapse Analytics expert. Deep expertise in dedicated SQL pools, serverless SQL pools, Spark pools, Synapse Pipelines, data integration, and query optimization. WHEN: \"Synapse\", \"Azure Synapse\", \"Synapse Analytics\", \"dedicated SQL pool\", \"serverless SQL pool\", \"Synapse Spark\", \"Synapse Pipeline\", \"Synapse Link\", \"PolyBase\", \"CETAS\", \"distribution Synapse\", \"Synapse workspace\".

TimescaleDB technology expert covering ALL versions. Deep expertise in hypertables, continuous aggregates, compression, data retention, and time-series query optimization built on PostgreSQL. WHEN: \"TimescaleDB\", \"timescale\", \"hypertable\", \"continuous aggregate\", \"chunk\", \"compression timescale\", \"cagg\", \"time_bucket\", \"add_compression_policy\", \"add_retention_policy\", \"Timescale Cloud\", \"Tiger Cloud\", \"TigerData\", \"tsdb\", \"timescaledb_information\", \"hyperfunctio...

Covers Ansible across all versions: playbooks, roles, inventory, modules, collections, AWX/Tower, and configuration management. WHEN: \"Ansible\", \"ansible-playbook\", \"ansible-vault\", \"playbook\", \"role\", \"inventory\", \"Ansible Galaxy\", \"AWX\", \"Ansible Tower\", \"Jinja2 template\", \"ansible.cfg\", \"ansible-lint\". Do NOT use for Ansible against network devices (IOS/NX-OS/Junos/EOS modules, network_cli) — that's the `ansible-network` skill (in the `networking` plugin).

Covers Argo CD across all versions: Application and ApplicationSet CRDs, sync policies, app-of-apps pattern, RBAC, SSO integration, multi-cluster management, sync waves, and Argo Rollouts. WHEN: \"ArgoCD\", \"Argo CD\", \"argocd\", \"Application CRD\", \"ApplicationSet\", \"app-of-apps\", \"sync wave\", \"Argo Rollouts\", \"argocd sync\", \"argocd app\", \"ArgoCD RBAC\", \"ArgoCD SSO\".

Covers Azure DevOps Services and Server: Azure Pipelines (YAML and classic), Azure Repos, Azure Boards, Azure Artifacts, service connections, variable groups, environments, and deployment gates. WHEN: \"Azure DevOps\", \"Azure Pipelines\", \"azure-pipelines.yml\", \"ADO\", \"Azure Boards\", \"Azure Repos\", \"Azure Artifacts\", \"service connection\", \"variable group\", \"YAML pipeline\", \"classic pipeline\".

Covers Azure Bicep and ARM templates: Bicep DSL, modules, parameters, resource declarations, deployment scopes, template specs, and migration from ARM JSON. WHEN: \"Bicep\", \".bicep\", \"ARM template\", \"Azure Resource Manager\", \"az deployment\", \"Bicep module\", \"deployment stack\", \"template spec\", \"Azure IaC\".

Covers Chef Infra (18.x): cookbooks, recipes, resources, attributes, Chef Server, Chef Workstation, InSpec, Habitat, Test Kitchen, and knife CLI. WHEN: \"Chef\", \"cookbook\", \"recipe\", \"knife\", \"Chef Infra\", \"Chef Server\", \"InSpec\", \"Habitat\", \"Test Kitchen\", \"Berkshelf\", \"chef-client\", \"Policyfile\".

Routes CI/CD requests to the correct technology skill and compares GitHub Actions, GitLab CI, Azure DevOps, Jenkins, and CircleCI for platform selection. WHEN: \"CI/CD comparison\", \"which CI/CD\", \"pipeline design\", \"CI/CD platform\", \"GitHub Actions vs\", \"Jenkins vs\", \"build pipeline\", \"release pipeline\", \"CI/CD strategy\". Do NOT use for platform-specific syntax or debugging — use the `github-actions`, `gitlab-ci`, `azure-devops`, `jenkins`, or `circleci` skill directly.

Covers CircleCI CI/CD platform: config.yml, orbs, workflows, jobs, executors, caching, Docker layer caching, contexts, and self-hosted runners. WHEN: \"CircleCI\", \"config.yml CircleCI\", \"orbs\", \"CircleCI workflow\", \"CircleCI executor\", \"Docker layer caching\", \"CircleCI context\", \"CircleCI runner\".

Covers AWS CloudFormation: templates (JSON/YAML), stacks, change sets, nested stacks, StackSets, intrinsic functions, custom resources, drift detection, and CDK integration. WHEN: \"CloudFormation\", \"CFN\", \"CloudFormation template\", \"CFN stack\", \"StackSet\", \"change set\", \"CloudFormation drift\", \"cfn-lint\", \"AWS CDK\", \"SAM template\".

Routes configuration management requests to the correct technology skill and compares Chef, Puppet, SaltStack, and Ansible for server configuration and compliance. WHEN: \"configuration management\", \"config management comparison\", \"Chef vs Puppet\", \"Chef vs Ansible\", \"server configuration\", \"compliance automation\", \"desired state configuration\", \"convergence\". Do NOT use for tool-specific syntax or debugging — use the `chef`, `puppet`, `saltstack`, or `ansible` skill directly.

Covers Flux CD v2: GitRepository, Kustomization, HelmRelease, source controllers, image automation, notification controller, multi-tenancy, and Flagger integration. WHEN: \"Flux\", \"Flux CD\", \"flux bootstrap\", \"GitRepository\", \"Kustomization CRD\", \"HelmRelease\", \"HelmRepository\", \"source-controller\", \"flux reconcile\", \"Flagger\", \"flux image\".

Covers GitHub Actions: workflow YAML, runners, marketplace actions, reusable workflows, composite actions, OIDC authentication, matrix builds, caching, secrets, and environments. WHEN: \"GitHub Actions\", \"workflow\", \".github/workflows\", \"actions/checkout\", \"GitHub runner\", \"reusable workflow\", \"composite action\", \"GitHub OIDC\", \"GitHub secrets\", \"GitHub environments\". Do NOT use for branch strategy, PR review process, or release/tagging policy — use the `github` skill.

Covers GitHub repository management and Git workflow governance: branching strategies (trunk-based, GitHub Flow, GitFlow), pull request and code review process, branch protection rulesets, CODEOWNERS, merge strategies, semantic versioning, conventional commits, Git tags, and GitHub Releases. WHEN: \"branch management\", \"branching strategy\", \"trunk-based\", \"GitHub Flow\", \"GitFlow\", \"pull request process\", \"PR review\", \"code review\", \"branch protection\", \"ruleset\", \"CODEOWNE...

Covers GitLab CI/CD: .gitlab-ci.yml, pipelines, stages, jobs, runners, artifacts, caching, environments, CI/CD components, Auto DevOps, and GitLab DevSecOps integration. WHEN: \"GitLab CI\", \".gitlab-ci.yml\", \"GitLab pipeline\", \"GitLab runner\", \"GitLab stages\", \"GitLab artifacts\", \"GitLab environments\", \"GitLab CI/CD components\", \"Auto DevOps\", \"GitLab SAST\", \"GitLab DAST\".

Routes GitOps requests to the correct technology skill and compares ArgoCD and Flux for Kubernetes continuous delivery. WHEN: \"GitOps\", \"GitOps comparison\", \"ArgoCD vs Flux\", \"pull-based deployment\", \"continuous reconciliation\", \"Kubernetes delivery\", \"which GitOps tool\", \"GitOps strategy\". Do NOT use for ArgoCD- or Flux-specific syntax or debugging — use the `argocd` or `flux` skill directly.

Routes Infrastructure as Code requests to the correct technology skill and compares Terraform, OpenTofu, Pulumi, CloudFormation, Bicep, and Ansible for provisioning strategy. WHEN: \"infrastructure as code\", \"IaC comparison\", \"Terraform vs Ansible\", \"Terraform vs Pulumi\", \"which IaC tool\", \"IaC strategy\", \"configuration management vs provisioning\". Do NOT use for tool-specific syntax or debugging — use the `terraform`, `opentofu`, `pulumi`, `cloudformation`, `bicep`, or `ansible`...

Covers Jenkins CI/CD: Declarative and Scripted Pipelines, Jenkinsfile, plugins, shared libraries, agents, Blue Ocean, security, and Jenkins administration. WHEN: \"Jenkins\", \"Jenkinsfile\", \"Jenkins pipeline\", \"Jenkins plugin\", \"shared library\", \"Jenkins agent\", \"Jenkins node\", \"Blue Ocean\", \"Jenkins X\", \"Jenkins security\", \"Jenkins admin\".

Covers OpenTofu, the open-source Terraform fork: HCL, providers, state management, modules, migration from Terraform, feature parity, divergences, and community ecosystem. WHEN: \"OpenTofu\", \"tofu plan\", \"tofu apply\", \"Terraform fork\", \"OpenTofu migration\", \"tofu state\", \"MPL license Terraform\". Do NOT use for Terraform-proper questions with no OpenTofu angle — use the `terraform` skill.

Cross-platform DevOps strategy: tool selection, CI/CD pipeline architecture, IaC strategy, GitOps design, and deployment strategy across the whole devops plugin. WHEN: \"DevOps maturity\", \"design a CI/CD pipeline\", \"which IaC tool\", \"push vs pull deployment\", \"deployment strategy\", \"Terraform vs Ansible\", \"ArgoCD vs Flux\", \"continuous integration\", \"continuous delivery\", \"infrastructure automation strategy\". Do NOT use for single-technology implementation, syntax, or debugg...

Covers Pulumi IaC platform: infrastructure as code using general-purpose languages (TypeScript, Python, Go, C#, Java), Pulumi Cloud, stack management, state backends, and component resources. WHEN: \"Pulumi\", \"pulumi up\", \"pulumi stack\", \"Pulumi Cloud\", \"Pulumi ESC\", \"infrastructure in TypeScript\", \"infrastructure in Python\", \"ComponentResource\", \"pulumi.Output\".

Covers Puppet (8.x): Puppet DSL manifests, modules, Facter, Hiera, PuppetDB, Bolt, r10k, environments, and compliance automation. WHEN: \"Puppet\", \"manifest\", \"Puppet module\", \"Facter\", \"Hiera\", \"PuppetDB\", \"Bolt\", \"r10k\", \"puppet apply\", \"puppet agent\", \"Puppet Forge\", \"Puppet Enterprise\".

Covers SaltStack/Salt (3007.x): state files, pillars, grains, execution modules, Salt master/minion architecture, Salt SSH, reactors, beacons, orchestration, and event-driven automation. WHEN: \"SaltStack\", \"Salt\", \"salt-master\", \"salt-minion\", \"state file\", \".sls\", \"pillar\", \"grain\", \"salt-ssh\", \"Salt reactor\", \"Salt beacon\", \"salt-call\", \"salt highstate\".

Covers HashiCorp Terraform across all versions: HCL, providers, state management, modules, workspaces, and infrastructure provisioning. WHEN: \"Terraform\", \"terraform plan\", \"terraform apply\", \"HCL\", \".tf files\", \"Terraform state\", \"Terraform module\", \"Terraform provider\", \"Terraform workspace\", \"tfstate\", \"Terraform Cloud\", \"Terraform Enterprise\". Do NOT use for Terraform against network-device providers (ACI, Meraki, PAN-OS, FortiOS, F5 BIG-IP) — that's the `terraform...

Security-first, open-source-preferred defaults for new applications and greenfield platforms. Applies a security hard gate before license and popularity, starts with Django/PostgreSQL/rootless Podman, and adds FastAPI, Next.js, Keycloak, OpenBao, RabbitMQ, Kubernetes, Forgejo/Woodpecker, OpenTofu, Argo CD, Prometheus/Grafana, Airflow/dbt, Superset, or Ceph only when requirements earn them. WHEN: \"new app idea\", \"what stack should we use\", \"default tech stack\", \"secure open-source stack...

Refreshes the domain-expert marketplace catalog and updates installed Domain Expert plugins (domain-expert-core plus any per-domain plugin such as database, security, devops, os) to their latest versions. Also handles migrating off the old pre-marketplace monolithic \"domain-expert\" install and finding domain plugins the user doesn't have installed yet. Use when: \"update the plugin\", \"update domain-expert\", \"upgrade domain-expert-core\", \"is there a new version\", \"keep plugins up to ...

Azure Data Factory specialist for cloud-based data integration pipelines. Deep expertise in pipelines, activities, data flows, integration runtimes, triggers, CI/CD, and migration patterns. WHEN: \"Azure Data Factory\", \"ADF\", \"ADF pipeline\", \"copy activity\", \"data flow\", \"mapping data flow\", \"integration runtime\", \"self-hosted IR\", \"SHIR\", \"ADF trigger\", \"tumbling window\", \"ADF linked service\", \"ADF dataset\", \"ADF CI/CD\", \"adf_publish\", \"ADF monitoring\", \"ADF v...

Expert skill for Apache Airflow across all versions. Provides deep expertise in DAG design, TaskFlow API, executors, scheduling, operators, XCom, deployment, and pipeline orchestration. WHEN: \"Airflow\", \"airflow DAG\", \"DAG not running\", \"TaskFlow\", \"XCom\", \"@task decorator\", \"Airflow operator\", \"Airflow sensor\", \"Airflow executor\", \"CeleryExecutor\", \"KubernetesExecutor\", \"Airflow scheduler\", \"MWAA\", \"Cloud Composer\", \"Astronomer\", \"airflow.cfg\", \"DAG parsing\"...

AWS Glue specialist for serverless data integration on AWS. Deep expertise in ETL jobs, Data Catalog, crawlers, DynamicFrames, Spark tuning, job bookmarks, data quality (DQDL), Glue Studio, streaming ETL, and cost optimization. WHEN: \"AWS Glue\", \"Glue job\", \"Glue crawler\", \"Data Catalog\", \"DynamicFrame\", \"Glue Studio\", \"Glue bookmark\", \"job bookmark\", \"transformation_ctx\", \"Glue DPU\", \"Glue worker\", \"Glue 5.0\", \"Glue 5.1\", \"Glue Data Quality\", \"DQDL\", \"DataBrew\...

dbt Cloud skill for managed data transformation platform. Deep expertise in Cloud IDE (Studio), dbt Canvas, dbt Copilot, Fusion engine, job scheduling, CI/CD workflows, Semantic Layer APIs, dbt Explorer, dbt Mesh, environment management, and enterprise governance. WHEN: \"dbt Cloud\", \"dbt Cloud CLI\", \"dbt Cloud IDE\", \"Studio IDE\", \"dbt Canvas\", \"dbt Copilot\", \"dbt Explorer\", \"dbt Fusion\", \"dbt Mesh\", \"dbt Semantic Layer\", \"dbt Cloud CI\", \"Advanced CI\", \"dbt compare\", ...

dbt Core skill for SQL-based data transformation in warehouses. Deep expertise in project structure, materializations (view, table, incremental, microbatch), Jinja templating, testing framework, macros, packages, MetricFlow, dbt Mesh, and CI/CD workflows. WHEN: \"dbt\", \"dbt Core\", \"dbt run\", \"dbt build\", \"dbt test\", \"ref()\", \"source()\", \"incremental model\", \"dbt macro\", \"dbt snapshot\", \"dbt seed\", \"Jinja SQL\", \"dbt materialization\", \"dbt package\", \"dbt_utils\", \"d...

DuckDB as an in-process data transformation and ETL engine. Covers file ingestion (Parquet/CSV/JSON/Excel), SQL-based transformations, Spark replacement for small-to-medium pipelines, dbt-duckdb integration, data lake querying, and pipeline orchestration patterns. WHEN: \"DuckDB ETL\", \"DuckDB transformation\", \"DuckDB pipeline\", \"DuckDB ingestion\", \"DuckDB CSV to Parquet\", \"DuckDB data loading\", \"dbt-duckdb\", \"DuckDB Spark replacement\", \"DuckDB data lake\", \"DuckDB file conver...

Fivetran specialist for fully managed Extract-Load (EL) data pipelines. Deep expertise in connectors, sync modes, CDC, schema management, dbt integration, HVA, Hybrid Deployment, and cost optimization. WHEN: \"Fivetran\", \"Fivetran connector\", \"Fivetran sync\", \"MAR\", \"Monthly Active Rows\", \"Fivetran destination\", \"Fivetran transformations\", \"Quickstart data models\", \"Fivetran dbt\", \"Fivetran CDC\", \"HVA connector\", \"High-Volume Agent\", \"Fivetran Hybrid Deployment\", \"Co...

Informatica IDMC specialist for enterprise cloud data integration, quality, governance, and application integration. Deep expertise in CDI mappings, pushdown optimization, Secure Agents, taskflows, CLAIRE AI, CDC, and migration from PowerCenter. WHEN: \"Informatica\", \"IDMC\", \"Informatica Cloud\", \"IICS\", \"CDI\", \"Informatica mapping\", \"Informatica mapplet\", \"Informatica pushdown\", \"pushdown optimization\", \"Secure Agent\", \"Informatica taskflow\", \"CLAIRE\", \"CLAIRE GPT\", \...

Cross-platform guidance for data integration and EL (Extract-Load) technologies. Compares ADF, NiFi, Informatica, Talend, Fivetran, AWS Glue, and Synapse Pipelines. WHEN: \"data integration\", \"ADF vs Fivetran\", \"data movement\", \"EL tool\", \"managed connector\", \"data replication\", \"hybrid integration\", \"which integration tool\", \"integration tool comparison\". Do NOT use for tool-specific questions (ADF pipelines, NiFi processors, Informatica mappings, Talend jobs, Fivetran conne...