> For the complete documentation index, see [llms.txt](https://docs.sumble.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.sumble.com/our-data/filter-reference.md). # Filter reference Sumble's search, signals, and API all filter along the same set of dimensions — technologies organized into categories, strategic project types, and more. The values below cover the full scope of what Sumble tracks across each dimension. ## Project types Project types identify organizations actively running major technology initiatives, detected from job post language and hiring patterns. They are available as filters in search and as signal triggers. | Project type | Slug | What it signals | | ------------------------------------- | --------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------- | | Cloud Migration | `cloud_migration` | Organizations hiring for cloud migration roles — moving workloads, applications, or infrastructure from on-premise systems to cloud providers. | | Cloud Cost Optimization | `cloud_cost_optimization` | Job posts mentioning FinOps, cloud spend management, and cost governance tooling. | | Data Infrastructure Migration | `data_infrastructure_migration` | Hiring around data platform modernization — moving data warehouses, rebuilding pipelines, or replacing legacy analytics stacks. | | Design System Migration | `design_system_migration` | Companies rebuilding or replacing their component library or design system. | | Digital Transformation | `digital_transformation` | Broad technology modernization programs spanning multiple domains. | | Frontend Migration | `frontend_migration` | Moving from legacy frontend frameworks to modern alternatives such as React, Vue, Next.js, or TypeScript. | | Generative AI | `generative_ai` | Hiring for GenAI implementation: LLM integration, RAG pipelines, AI agents, and foundation model work. | | Microservices Migration | `microservices_migration` | Decomposing monolithic applications into microservices or service-oriented architectures. | | Security Infrastructure Modernization | `security_infrastructure_modernization` | Upgrading or replacing security tooling — SIEM, IAM, EDR, and zero-trust networking. | ## Technology categories Technologies are organized into categories, grouped by business function. Within each category, technologies are ordered by how frequently they appear across job posts. ### Engineering & R\&D Infrastructure, languages, CI/CD, and developer tooling. | Category | Technologies | | ------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Cloud Vendor | AWS, Azure, GCP, Oracle Cloud, IBM Cloud, Heroku, Digital Ocean, Alibaba Cloud, OVH, Huawei Cloud, Linode, Rackspace, Tencent Cloud, Scaleway | | CI/CD | Azure DevOps, GitHub, Jenkins, GitLab, Bitbucket, GitHub Actions, GitLab CI/CD, CircleCI, Atlassian Bamboo, TeamCity, Travis CI, Concourse, Hudson, GoCD, CloudBuild, Cruise Control, CodeShip | | Infrastructure as Code Tools | Terraform, Ansible, Chef, Puppet, AWS CloudFormation, AWS Cloud Formation, Pulumi, Salt, SaltStack, Azure Resource Manager, Crossplane, Azure Automation, OpenTofu, GCP Deployment Manager, HEAT, CFEngine, Cloud Deployment Manager, XLD, Ansible AWX | | Logging, Observability & Monitoring | Splunk, Grafana, Prometheus, ELK, Datadog, Dynatrace, SolarWinds, New Relic, OpenTelemetry, AWS CloudWatch, AppDynamics, Kibana, Azure Monitor, Zabbix, Nagios, Sentry, Azure Application Insights, K6, LogicMonitor, ThousandEyes, Fluentd, Graylog, Sumo Logic, Jaeger, CheckMK, Fluentbit, GCP Cloud Monitoring, Geneos, Honeycomb, IBM Netcool, Telegraf, Zipkin, Sensu, Perfmon, Sumo, ITRS Geneos, Filebeat, Coralogix, IBM Instana, Pingdom, Splunk APM, Logz.io, Foglight, TrueSight, ElasticStack, Papertrail, Loggly, nmon, Lightstep, Chronosphere | | Virtualization Technologies | VMware, Hyper-V, VMware ESXi, VMware vSphere, Red Hat KVM, Red Hat OpenStack, Nutanix, Proxmox, Microsoft Hyper-V, Oracle VirtualBox, Xen, LXC, Nutanix AHV, Citrix Hypervisor, RHEV, Xen Server, OpenVZ | | Cloud and Container Orchestration Platforms | OpenShift, AWS Lambda, AWS EC2, AWS EKS, Azure AKS, Azure Functions, AWS ECS, AWS Fargate, Azure App Services, Rancher, GCP GKE, AWS Elastic Beanstalk, GCP Cloud Functions, Azure VMs, GCP App Engine, Compute Engine, GCP Cloud Run, Azure Service Fabric, Azure Virtual Machines, VMware Tanzu, K3s, Azure Container Instances, PKS, Kops, Google Anthos, kubeadm | | Serverless Compute | AWS Lambda, Azure Functions, GCP Cloud Functions, Cloudflare Workers | | Version Control Systems | SVN, Microsoft TFS, Apache Subversion, Perforce, Mercurial, CVS, Clear Case, PVCS | | Javascript Frameworks | Angular, React, TypeScript, Vue.js, Flutter, React Native, Next.js, jQuery, Nuxt.js, Svelte, Vite, Backbone.js, Ember.js, ExtJS, Alpine.js, Knockout.js, Gatsby.js, Google Polymer, Lit, Remix.js, Stencil.js, HTMX, Meteor, JET, Preact, Prototype, Astro.js, LitElement, Vue 2, Sencha, SolidJS, YUI, DurandalJS, Qwik | | Code Editors and IDEs | Microsoft Visual Studio, Visual Studio Code, Eclipse, IntelliJ, VIM, NetBeans, Atom, WebStorm, Notepad++, Emacs, Sublime Text, Sublime, RubyMine | | Programming Languages and Frameworks | Java, Python, PHP, Microsoft .NET, Bash, C, Microsoft C#, C++, Microsoft PowerShell, Node.js, Golang, MATLAB, VB.NET, COBOL, Delphi, Rust, Ruby, ASP, Fortran, Ada, IBM Assembler, PowerBuilder, ms vc++, Microsoft Visual C++, Easytrieve, PL/1, Basic, Pascal, Paradox, Deno, Microsoft Visual C#, ActiveX, C++/CLI, Visual C, Zig, J#, JScript.NET | | Mobile Development Technologies | Android, iOS, Kotlin, Flutter, Swift, React Native, Objective-C, Android Studio, Dart, Xcode, Ionic, Xamarin, Apache Cordova, .NET MAUI, Capacitor, Blackberry, Ionic Framework, NativeScript, Windows Mobile | | Message Queue Technologies | Kafka, RabbitMQ, AWS SQS, IBM MQ, AWS Kinesis, TIBCO, ActiveMQ, Pulsar, Solace, MSMQ, NSQ, Oracle AQ, LBM | ### Data & Analytics Data warehousing, BI, ETL, orchestration, and storage. | Category | Technologies | | --------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | Cloud Data Warehouse | Databricks, Snowflake, Microsoft Fabric, Azure Synapse, GCP BigQuery, AWS Redshift, AWS Athena, ClickHouse | | Business Intelligence | Microsoft Power BI, Tableau, Looker, Qlik, Google Data Studio, IBM Cognos, MicroStrategy, Microsoft SSRS, AWS QuickSight, Spotfire, Domo, ThoughtSpot, Redash, Sigma Computing, OMNI, Sisense, Periscope, Mode Analytics | | ETL | Informatica, DBT, Azure Data Factory, Microsoft SSIS, AWS Glue, Ab Initio, Talend, Fivetran, Oracle ODI, Pentaho, IBM DataStage, Matillion, IICS, Airbyte, PowerCenter, Oracle Data Integrator, SnowPipe, Stitch, HVR, Trifacta, Attunity, Stambia, AWS Data Pipeline, Coalesce, IBM CloudPaks, Meltano, Rivery, OWB | | Data Pipeline Orchestration | Azure Data Factory, Airflow, Microsoft Fabric, Control-M, AWS Step Functions, Autosys, Apache Oozie, Dagster, Prefect, Luigi, TWS, GCP Cloud Composer, UC4, Tidal, Databricks Workflows, Azkaban, Metaflow, Astronomer, Digdag, Flyte, IBM CloudPaks | | Big Data Processing and Analytics | Spark, Hadoop, PySpark, Hive, Flink, Spark SQL, Presto, Spark Streaming, ClickHouse, MapReduce, Apache Impala, Trino, Apache Beam, Apache Druid, Kafka Streams, Denodo, Apache Storm, Apache Flume, Dremio, Starburst, KSQL, Apache Pinot, StarRocks, Doris, Apache Kylin, Apache Samza | | Event Streaming | Kafka, RabbitMQ, IBM MQ, AWS Kinesis, Azure Event Hub, ActiveMQ, Confluent, AWS MSK, Pulsar, GCP Pub/Sub, AWS MQ, RedPanda, Redis Streams, Red Hat AMQ | | Stream Processing | Flink, AWS Kinesis, GCP Dataflow, Spark Streaming, Apache Beam, Kafka Streams, Apache Storm, Azure Stream Analytics, Striim, Apache Samza, IBM Streams, TIBCO StreamBase | | Data Lake | Azure Data Lake, Delta Lake, Parquet, Apache Iceberg, Apache Hudi | | OLAP | Databricks, Snowflake, Azure Synapse, GCP BigQuery, Teradata, AWS Redshift, Cloudera, AWS Athena, ClickHouse, Oracle Exadata, Vertica, SingleStore, Greenplum, Dremio, IBM Netezza, Starburst, Oracle Autonomous Data Warehouse, Qubole | | Data Catalog | Collibra, Azure Purview, Alation, Databricks Unity Catalog, Atlan, AWS Glue Data Catalog, GCP Dataplex, Informatica EDC, Data.World, Talend Data Catalog, Alex Solutions, Qlik Data Catalog | | Database Technologies | Microsoft SQL Server, PostgreSQL, MySQL, MongoDB, Redis, Azure SQL, IBM DB2, Cassandra, AWS RDS, AWS DynamoDB, Azure Cosmos DB, MariaDB, AWS Aurora, SAP Sybase, Apache HBase, Couchbase, SQL Database, SingleStore, Hazelcast, GCP CloudSQL, Aerospike, IBM Informix, CouchDB, Ignite, GCP BigTable, ScyllaDB, GCP FireStore, AWS DocumentDB, GCP Spanner, TiDB, AlloyDB, Azure Table Storage, ArangoDB, Firebase Realtime Database, Gemfire, SQL Oracle, RocksDB, Yugabyte, ehcache, Percona, Azure PostgreSQL, Oracle Datapump, InnoDB, RavenDB, SQL Managed Instance, FoundationDB, Oracle Coherence, Cloud Datastore, Riak, GridGain, SAP IQ, OrientDB, Azure Tables, MyISAM, LevelDB | | Document Store | MongoDB, AWS DynamoDB, Azure Cosmos DB, Couchbase, CouchDB, MarkLogic, GCP FireStore, AWS DocumentDB, ArangoDB, RavenDB, OrientDB | ### AI & ML Machine learning, LLMs, MLOps, and AI development tooling. | Category | Technologies | | ------------------------------------------------ | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Vibe Coding | Lovable, Replit, V0, Figma Make, Bolt.new, Base44 | | Coding Agents | cursor, GitHub Copilot, Claude Code, Windsurf, OpenAI Codex, Amazon Q, DEVIN, Jules, Cline, KIRO, Google Antigravity, Gemini CLI, Tabnine, Aider, openCode, Roo Code, Factory.ai | | Lexical Search | Elasticsearch, AWS OpenSearch, Apache Solr, Apache Lucene, Algolia | | Vector Database | Pinecone, ChromaDB, Weaviate, pgvector, FAISS, Milvus, Qdrant | | Commercial Data Science | MATLAB, SAS, Alteryx, AWS Sagemaker, Azure ML, GCP Vertex AI, IBM SPSS, Dataiku, H2O.ai, IBM Watson, DataRobot, Hex, Seeq, Domino Data Lab, IBM CloudPaks, C3.ai, Databricks Notebooks, Altair RapidMiner, Braincube, SymphonyAI, Iguazio | | Deep Learning Frameworks | PyTorch, TensorFlow, Keras, JAX, MXNet, FastAI | | Classical ML Frameworks | scikit-learn, XGBoost, LightGBM, statsmodels, SparkML, CatBoost | | Distributed Training | Ray, DeepSpeed, Horovod, Megatron-LM | | Inference & Serving | NVIDIA Triton, TensorRT, ONNX, vLLM, SGLang, TorchServe, TensorFlow Serving, KServe, Seldon, BentoML, GROQ, Together AI, Baseten, Fireworks AI | | MLOps & Lifecycle | MLFlow, Kubeflow, DVC, Weights & Biases, TFX, Argo Workflow | | GenAI & Orchestration | LangChain, LlamaIndex, Semantic Kernel, Haystack | | OSS LLMs | Mistral, Meta Llama, DeepSeek, Qwen, Kimi, GPT OSS | | Machine Learning Frameworks | PyTorch, scikit-learn, LangChain, TensorFlow, Keras, HuggingFace, LlamaIndex, JAX, XGBoost, Ray, MXNet, Caffe, LightGBM, DeepSpeed, statsmodels, SparkML, Theano, CatBoost, CNTK, Horovod, Chainer, Megatron-LM, FastAI | | ML Training | PyTorch, TensorFlow, Keras, HuggingFace, JAX, Weights & Biases | | MLOps | AWS Sagemaker, MLFlow, Azure ML, GCP Vertex AI, Kubeflow, Ray | | OSS Data Science | R, scikit-learn, Pandas, NumPy, Jupyter, D3.js, Matplotlib, SciPy, Streamlit, Plotly, KNIME, Seaborn, Shiny, Chart.js, ggplot2, ggplot, Altair, Recharts, Bokeh, Apache ECharts | | Generative Image Generation | Midjourney, Runway, Stable Diffusion, Adobe Firefly, DALL-E | | AI Frameworks for Language Models | LangChain, LangGraph, LlamaIndex, Autogen, Semantic Kernel, Haystack | | Natural Language Processing and Vector Databases | Elasticsearch, AWS OpenSearch, Apache Solr, Pinecone, ChromaDB, spaCy, Weaviate, pgvector, FAISS, NLTK, Milvus, Qdrant, Algolia, Coveo, OpenNLP, CoreNLP, Stanford CoreNLP, Stanford NLP | | Conversational AI Platforms | AWS Lex, GCP Dialogflow, IBM Watson, Rasa, Kore.AI, Microsoft Bot Framework, Cognigy, Nuance Mix, Microsoft LUIS | | Machine Learning Algorithms | XGBoost, Transformer, Random Forest, LightGBM, Gradient Boosting, Neural Network, Deep Neural Networks, Convolutional Neural Networks, recurrent neural networks | | Machine Learning Platforms and Tools | Databricks, Alteryx, AWS Sagemaker, MLFlow, Azure ML, HuggingFace, AWS Bedrock, GCP Vertex AI, Dataiku, Kubeflow, NVIDIA Triton, KNIME, TensorRT, ONNX, vLLM, IBM WatsonX, H2O.ai, DVC, DataRobot, Weights & Biases, Anaconda, TFX, SGLang, TorchServe, TensorFlow Serving, KServe, Seldon, Domino Data Lab, Argo Workflow, BentoML, Altair RapidMiner, comet.ml | ### Product & Design Design tools, project management, prototyping, and design systems. | Category | Technologies | | -------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Design | Figma, Adobe Premiere, Adobe Creative Cloud, Adobe After Effects, Adobe Illustrator, Canva, Adobe Photoshop, Adobe InDesign, Adobe XD, Sketch, CorelDraw, InVision, Axure, Framer, Balsamiq, Zeplin, Figjam, Principle, Protopie, Procreate, Origami, Rive, OmniGraffle, Marvel, UXPin, Wireframe.cc, Abstract, Inkscape, Google Web Designer, Flinto, Proto.io, Affinity Designer | | Project Management Tools | Jira, Microsoft Project, Smartsheet, Monday.com, Asana, Adobe Workfront, Trello, Notion, Airtable, ClickUp, Wrike, Basecamp, Linear, VersionOne, Teamwork, Microsoft Planner, GitHub Issues, Pipefy, Workamajig, Mavenlink, Pivotal Tracker, Taiga, RallyDev | | Feature Flagging and A/B Testing | Optimizely, VWO, LaunchDarkly, AB Tasty, Statsig, Split.io, Eppo | | Diagramming | Microsoft Visio, Lucidchart, Miro, SAP Signavio, ARIS, Mural, Bizagi, Draw\.io, Figjam, OmniGraffle, Gliffy, SmartDraw, Creately | | Design System | Material UI, Google Material Design, Ant Design, Carbon, Fluent UI, Lightning UI, AUI, Fluent Design | ### IT Security IAM, SIEM, EDR, network security, vulnerability management, and compliance. | Category | Technologies | | ------------------------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Identity and Access Management (IAM) | Microsoft Active Directory, Microsoft Entra ID, Okta, SailPoint, CyberArk, LDAP, Keycloak, Microsoft ADFS, ForgeRock, Saviynt, Auth0, AWS IAM, BeyondTrust, Ping Identity, PingFederate, Delinea, One Identity, SiteMinder, Centrify, GCP IAM, MIM, OIM, OneLogin, Microsoft Identity Manager, IdentityIQ, PingAccess, IdentityNow, OAM, Thycotic, Oracle Identity Manager, OpenAM, Shibboleth, Oracle Access Manager, NetIQ, CA SiteMinder, ISIM, Oracle Unified Directory, Oracle Internet Directory, CA Directory, Oracle Virtual Directory, IBM Security Identity Manager | | Security Information and Event Management (SIEM) | Splunk, Azure Sentinel, Splunk Enterprise Security, IBM QRadar, Google Chronicle, Rapid7, Sumo Logic, LogRhythm, Exabeam, Elastic Security, Splunk ITSI, Securonix, LogRhythm SIEM, Gurucul, Elastic Security SIEM, AlienVault OSSIM, Graylog Security | | Endpoint Detection and Response (EDR) | SentinelOne, Crowdstrike, Tanium, Microsoft Defender for Endpoint, McAfee, CrowdStrike Falcon, Trend Micro, Symantec, VMware Carbon Black, Symantec Endpoint Protection, Cisco Secure Endpoint | | Endpoint Management | Microsoft SCCM, Microsoft Intune, JAMF, HCL BigFix, Microsoft WSUS, VMware Workspace ONE, Tanium, Ivanti, Apple Business Manager, Kandji, JumpCloud, MobileIron, ManageEngine Endpoint Central, Altiris, LANDesk, KACE, SOTI, Mosyle, IBM MaaS360, Addigy, Xenmobile, Munki, SCCM/Intune, Apple Configurator, Shavlik, Hexnode, Blade Logic, Meraki Systems Manager, Ivanti Endpoint Manager, Apple MDM, Scalefusion, Filewave, FleetDM, SimpleMDM, Jamf School, Miradore, Google Endpoint Management, Fleetsmith | | Cloud Security | Tenable, Microsoft Defender for Cloud, AWS CloudTrail, Azure Sentinel, CrowdStrike Falcon, Wiz, AWS Security Hub, AWS Config, Palo Alto Networks Prisma Cloud, AWS Inspector, GCP Security Command Center, Aqua Security, Check Point CloudGuard, Lacework, Orca Security, Rapid7 Insight CloudSec, Trend Micro Cloud One, Qualys Cloud Platform | | Vulnerability Management | Tenable Nessus, OpenVAS, Nexpose, Qualys VMDR, Rapid7 InsightVM, Rapid7 Nexpose, Greenbone, Microsoft Defender Vulnerability Management | | Network Security and Infrastructure | Cisco, Fortinet, F5, Palo Alto Networks, Juniper, Check Point, Palo Alto Networks Firewall, Cisco ASA, Aruba, Zscaler, Fortigate, Arista, Fortinet Firewalls, Citrix ADC, Bluecoat, Brocade, Netskope, Ruckus, HPE Aruba, Cisco Umbrella, Radware, A10, Stormshield, Extreme, Palo Alto Prisma Access, Zscaler ZPA, BIG-IP, Juniper SRX, Arbor, Cisco SDA, Mellanox, CATO, SRX, Alcatel-Lucent, Cisco ACS, Juniper Firewalls, Sophos Firewall, Hirschmann, Moxa, H3C, Cisco Security, Aerohive, Allied Telesis, Stratix, Cato Networks, Netscreen, SafeNet, iBoss | | Security and Vulnerability Management | SonarQube, Tenable Nessus, Tenable, Burp Suite, Sonar, Qualys, Fortify, Nmap, Checkmarx, Veracode, Snyk, Rapid7, Black Duck, HCL AppScan, Coverity, Trivy, OWASP ZAP, Wiz, HP WebInspect, SonarCloud, Palo Alto Networks Prisma Cloud, OpenVAS, Twistlock, Nexpose, Acunetix, Sysdig, PMD, Aqua Security, JFrog Xray, Semgrep, Sonatype, Retina, Anchore, Checkstyle, Klocwork, Nexus IQ, AppDetective, FOSSA, FindBugs, Lacework, Clair, MAST, Orca Security, 42Crunch, AppSpider, Cyberwatch, CodeDx, DefectDojo, SAINT, NodeZero, Vicarius, OX Security, RidgeBot, Outpost24, AccuKnox | | Static Application Security Testing (SAST) | GitLab, SonarQube, Artifactory, Fortify, Checkmarx, Synopsys, Veracode, Snyk, Black Duck, Coverity, Trivy, JFrog, GitHub Advanced Security, Aqua Security, Dependabot, JFrog Xray, Semgrep, Sonatype, Klocwork, Mend, WhiteSource, Kiuwan, CodeSonar, Cycode, Contrast Security, Aikido, Wiz Code, OX Security, Endor Labs, CodeAnt, Zeropath | | Dynamic Application Security Testing (DAST) | Tenable, Burp Suite, HCL AppScan, OWASP ZAP, HP WebInspect, Acunetix, Invicti, AppSpider, Qualys WAS, Whitehat, StackHawk, VAddy, Cenzic Hailstorm | | Governance, Risk, and Compliance (GRC) | ACL, Archer, OneTrust, ServiceNow GRC, IDEA, RSA Archer, AuditBoard, MetricStream, TeamMate, IBM OpenPages, ProcessUnity, LogicGate | | Digital Certificate Management | Venafi, Thales, Entrust, DigiCert, Keyfactor | ### Information Technology Collaboration, productivity, ITSM, integration, and enterprise storage. | Category | Technologies | | ------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | Communication and Collaboration Tools | Microsoft Teams, Zoom, Slack, Google Meet, Google Meet, Microsoft Skype, Microsoft Skype for Business, GoToMeeting, OBS, Adobe Connect, ON24, vMix, GoToWebinar, Cisco CUCM, FaceTime, BlueJeans, Cisco Telepresence, Zoom Meetings, Zoom Webinar, Streamyard, LINE WORKS, Cisco Meeting Server, Wirecast, Webex Teams, Microsoft Lync, MSRA, Cisco Presence, AVAYA Communications Manager | | Office Productivity Software | Microsoft Excel, Microsoft Word, Microsoft PowerPoint, Google Sheets, Google Slides, Keynote, Open Office, Prezi, Pages, Numbers, Quip, Libre Office | | IT Service Management Tools | ServiceNow, Zendesk, Jira Service Desk, Remedy, BMC Remedy, Ivanti, Cherwell, BMC Helix, HPSM, HP Service Center, Peregrine Service Center | | Integration and API Management | MuleSoft, Boomi, TIBCO, Google Apigee, BizTalk, webMethods, IBM API Connect, Workato, AWS API Gateway, Kong, Snaplogic, WSO2, Celigo, IBM Integration Bus, HULFT, Axway, Jitterbit, IBM App Connect, SuiteTalk, IBM Sterling Integrator, Dataspider, Software AG, 3Scale, Tray.io, Asteria, Gravitee, Mashery, Tyk | | iPaaS | Informatica, Microsoft Power Automate, MuleSoft, Boomi, Oracle Integration Cloud, Talend, TIBCO, Zapier, n8n, webMethods, Workato, Snaplogic, Make.com, Celigo, Jitterbit, IBM App Connect, Tray.io, Cleo, IFTTT | | Computerized Maintenance Management System | Maximo, eMaint, MaintainX, Maintenance Connection, Fiix, MEX, Brightly, UpKeep, Limble, Hippo | | Enterprise Storage Solutions | NetApp, IBM, Dell, Nutanix, EMC, Pure Storage, HPE, Dell EMC, vSAN, Lenovo, VxRail, Isilon, Supermicro, Nimble, Synology, Simplivity, PowerStore, PowerMax, Unisys, VNX, Datacore, VMAX, PowerScale, Scality, Cisco Hyperflex, HP 3PAR, HPE ProLiant, Alletra, HPE Nimble, Compellent, PowerVault, EqualLogic, XtremIO | | Data Backup and Recovery Solutions | Veeam, Commvault, ConnectWise, NetBackup, Rubrik, Cohesity, Zerto, Acronis, Automate, Autotask, Veritas, IBM TSM, Veritas NetBackup, NetApp Storage, Datto, Avamar, VMware vRealize, Kaseya, Networker, ONTAP, Backup Exec, Arcserve, DataDomain, N-Able, Site Recovery Manager, LabTech, N-Central, StorageCraft, E-Series, Storage Grid, SolidFire | ### Sales CRM, sales engagement, and GTM data and enrichment platforms. | Category | Technologies | | ----------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Sales and Lead Generation Tools | Outreach, Gong, Salesloft, Clay, Clari, Instantly, Apollo.io, Lemlist, Groove, Orum, Seamless.ai, Nooks | | GTM Enrichment and Signals | ZoomInfo, LinkedIn Sales Navigator, 6Sense, Clay, Demandbase, Lusha, Apollo.io, Pitchbook, Cognism, Clearbit, Crunchbase, LeadIQ, Seamless.ai, Minerva, RingLead, Hunter.io, Snov.io, RocketReach, Common Room, Dropcontact, UserGems, SalesIntel, Dealfront, Warmly, CB Insights, BuiltWith, Swordfish, HG Insights, Dealroom, FullEnrich, SignalHire, ContactOut, BetterContact, Trigify, storeleads, LinkedIn Sales Insights, Prospeo, Wappalyzer, Ocean iO, Datagma, People Data Labs, Findymail, Retention.com, Zeliq, LeadMagic, SMARTe, Champify, ReverseContact, Enrow, Theirstack, IcyPeas, Openmart, Harmonic AI, Versium | | Customer Relationship Manager (CRM) | Salesforce, Microsoft Dynamics, HubSpot, HubSpot CRM, SAP CRM, Oracle Siebel, Pipedrive, Zoho CRM, SugarCRM, Freshsales, Insightly, Attio, Monday CRM, Copper CRM | ### Marketing Marketing automation, CMS, advertising, analytics, and ecommerce. | Category | Technologies | | ------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Marketing Automation Platforms | Salesforce Marketing Cloud, Adobe Marketo, Adobe Experience Cloud, Mailchimp, Adobe Campaign, Salesforce Pardot, Klaviyo, Oracle Eloqua, Braze, Adobe Journey Optimizer, Constant Contact, RD Station, ActiveCampaign, Customer.io, Iterable, GoHighLevel, Clevertap, Brevo, MoEngage, Bloomreach, Oracle Responsys, IBM Unica, HubSpot Marketing Hub, Campaign Monitor, Aprimo, Zoho Campaigns, Emma, Selligent, Acoustic, Sendinblue, Infusionsoft, Keap, RedPoint, Oracle Marketing Cloud, Leanplum | | Content Management Systems (CMS) | WordPress, Adobe Experience Manager, Sitecore, Drupal, Optimizely, Webflow, Contentful, Wix, Joomla, Squarespace, Umbraco, HubSpot CMS, Strapi, Sanity, Kentico, Sitefinity, Storyblok, Contentstack, Episerver, GoDaddy, Duda, Weebly, osCommerce, Ektron | | Headless CMS | Contentful, Strapi, Sanity, Storyblok, Ghost, Prismic, Contentful CMS, Directus, Strapi CMS, DatoCMS, Hygraph | | Ad Tech Platforms | Google DV360, Google Campaign Manager, Trade Desk, Google Ad Manager, Amazon DSP, DCM, CM360, Google DoubleClick, Sizmek, Xandr, Adform, Freewheel, Google Display & Video 360, Innovid, Flashtalking, MediaMath, AppNexus, DBM, Magnite, Pubmatic, OpenX | | Digital Advertising Platforms | Google Ads, Facebook Ads, Meta Ads, TikTok Ads, LinkedIn Ads, Bing Ads, Meta Ads Manager, Microsoft Ads, Facebook Ads Manager, Facebook Business Manager, Twitter Ads, Google Search Ads 360, Amazon Ads, LinkedIn Campaign Manager, Meta Business Manager, Instagram Ads, Amazon Advertising, YouTube Ads, TikTok Ads Manager, Kenshoo, Marin, Google Performance Max, Google Ads Manager, Pinterest Ads, Outbrain, Facebook Advertising, Snapchat Ads, LinkedIn Advertising, FB Ads, Reddit Ads, Search Ignite, Click Equations, Apple Search, LinkedIn Ads Manager, Amazon Search, Twitter Ads Manager, DoubleClick Search, Bing Ads Editor, Quora Ads | | Account-Based Marketing Platforms | 6Sense, Demandbase, Terminus, Rollworks | | Web Analytics and Optimization Tools | Google Analytics, Adobe Analytics, Optimizely, Microsoft Clarity, Amplitude, Mixpanel, Hotjar, Adobe Target, Pendo, WebTrends, Contentsquare, VWO, Google Optimize, Matomo, FullStory, Heap, PostHog, AB Tasty, Karte, Piano Analytics, Dynamic Yield, Piwik Pro, Chartbeat, Crazy Egg, Parse.ly, Monetate, Kameleoon, Coremetrics, AT Internet, Usabilla, Universal Analytics | | Social Media Management and Analytics Tools | Sprout Social, Meta Business Suite, Hootsuite, Sprinklr, Buffer, Brandwatch, Meltwater, Later, Cision, Talkwalker, Muck Rack, Metricool, Netbase, Social Studio, Dash Hudson, Khoros, Tagger, Twitter Analytics, Crimson Hexagon, Tweetdeck, BuzzSumo, Critical Mention, Stilingue, Sysomos, Socialbakers, Synthesio, Digimind, Spredfast | | Customer Data Platform | Segment, Adobe Experience Platform, Tealium, Treasure Data, mParticle, Rudderstack, Amperity, ActionIQ, Lytics | | SEO and Digital Marketing Tools | Google Search Console, SEMrush, Ahrefs, Screaming Frog, Moz, SimilarWeb, Sistrix, Google Keyword Planner, BrightEdge, Conductor, Majestic, Ubersuggest, Yext, SurferSEO, Botify, DeepCrawl, SpyFu, Searchmetrics, OnCrawl, Majestic SEO, seoClarity, Ryte, Serpstat | | eCommerce Platform | Shopify, Adobe Magento, WooCommerce, BigCommerce, Shopify Plus, Adobe Commerce, SAP Commerce Cloud, Prestashop, Shopware, VTEX, SAP Commerce, Commercetools, Opencart, HCL Commerce, Spryker, Fluent Commerce, HubSpot Commerce Hub | | Tag Management | Google Tag Manager, GTM, Adobe Launch, Tealium IQ, Ensighten, Adobe DTM | | Affiliate and Mobile Attribution Platforms | Appsflyer, Adjust, IMPACT, Branch, AWIN, Rakuten, Kochava, Singular, ShareASale, CJ, Partnerize, Commission Junction, Affise | ### Finance ERP, accounting, procurement, payments, and financial planning. | Category | Technologies | | ---------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Accounting and ERP Software | NetSuite, Microsoft Dynamics 365 Business Central, Microsoft Dynamics 365 Finance, QuickBooks, Sage, Odoo, Sage Intacct, Xero, QuickBooks Online, Tally, SAP Business One, Microsoft Dynamics GP, Sage 50, Epicor, Sage 300, Acumatica, Sage 100, Zoho Books, Syspro, MYOB, QuickBooks Desktop, QBO, Tally ERP, Tally Prime, Quicken, Microsoft Dynamics SL, FreshBooks | | ERP and Business Management Software | SAP, Microsoft Dynamics 365 Business Central, Oracle, Microsoft Dynamics 365 Finance, JDE, Microsoft Dynamics GP, Workday Financials, Lawson, AFAS, Infor, QAD, Protheus, TOTVS, Baan, Infor LN, Exact, MAPICS, ProAlpha, Datasul, LN, MFG Pro, Microsoft Dynamics SL, Infor XA, Unit 4 | | Procurement and Expense Management | SAP Concur, SAP Ariba, Coupa, SAP Fieldglass, Bill.com, Ivalua, Jaggaer, Expensify, Ramp, Basware, Esker, SAP SRM, Dext, Zycus, Zip, Navan, GEP, Tipalti, Brex, Hubdoc, Tungsten, Divvy, Taulia, GEP SMART | | Payment Processing Technologies | Stripe, PayPal, Adyen, Cybersource, Braintree, Authorize.net | | Point of Sale (POS) | Micros, Toast, Aloha, Simphony, Square, Clover, Revel, Shopify POS, Silverware, Brink POS, Lightspeed POS, Shift4, SpotOn, Touchbistro, Upserve, NCR Silver, Harbortouch, Lavu | | Tax Compliance Software | Vertex, Avalara, OneSource, CCH, Corptax, BNA, GoSystems, Sovos, RIA Checkpoint | | Corporate Performance Management (CPM) and Financial Planning Software | OneStream, Oracle Hyperion, Anaplan, Workday Adaptive Planning, IBM Cognos, SAP SAC, Oracle Essbase, SAP BPC, HFM, IBM TM1, Oracle HFM, Oracle EPM, Tagetik, IBM Planning Analytics, LucaNet, Oracle FCCS, SAP BFC, Oracle PBCS, Board, Planful, Jedox, Oracle EPM Cloud, Pigment, Vena, CCH Tagetik, Prophix, SAP Group Reporting, Longview, SAP FC, Host Analytics | | Financial Technology Platforms | nCino, Aladdin, Avaloq, Loan IQ, FIS, Finacle, Fiserv, Oracle Flexcube, eFront, Temenos, Charles River, ACBS, AFS, BlackRock Aladdin, Finastra, SimCorp, Bloomberg AIM, Fidessa, Mambu, BaNCS, Eagle PACE, Syndtrak, FlexTrade | ### HR ATS, HCM, payroll, learning management, and people analytics. | Category | Technologies | | ---------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Applicant Tracking Systems (ATS) | LinkedIn Recruiter, Greenhouse, iCIMS, Indeed, Oracle Taleo, Workday Recruiting, Lever, SmartRecruiters, Ashby, Avature, Workable, Jobvite, Naukri, Bullhorn, Teamtailor, DICE, Monster, Recruitee, CareerBuilder, Breezy HR | | Learning Management Systems | Canvas, Moodle, Blackboard, Cornerstone, Google Classroom, Brightspace, Docebo, D2L, SAP Litmos, Schoology, Saba, Degreed, Seesaw, SumTotal, Sakai, EdCast, AbsorbLMS | | Core HCM Suites | Workday, SAP SuccessFactors, Oracle HCM, UKG, UKG Pro, ADP Workforce Now, Ceridian Dayforce, Paylocity, Paycom, BambooHR, Sage HR, Personio, Rippling, Paycor, HiBob, Gusto, Ramco, Talentsoft, Darwinbox, TriNet, Meta4, Cegedim, Justworks, Namely, Infor HCM, ADP Vantage HCM, Factorial HR | | HRIS (SMB & Mid-Market) | Paylocity, Paycom, BambooHR, Personio, Rippling, Paycor, HiBob, iSolved, Namely, CharlieHR, Factorial HR | | Payroll Platforms | ADP, ADP Workforce Now, Rippling, Paychex, Gusto, SAP Payroll, ADP GlobalView, QuickBooks Payroll, OnPay, Wave Payroll | | Workforce Management (Time & Scheduling) | UKG Workforce Management, Workforce Software, Horoquartz, Quinyx, Reflexis | | PEO & Employer of Record | Deel, TriNet, Justworks | | People Analytics | Lattice, Visier, Culture Amp, Chart Hop | ### Support Contact center, CCaaS, customer success, and user research. | Category | Technologies | | ----------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Contact Center Technologies | Salesforce Service Cloud, Genesys, Avaya, Genesys Cloud, Verint, RingCentral, AWS Connect, NICE CXone, Five9, Twilio, NICE, IEX, Mitel, Aspect, Talkdesk, Dialpad, Calabrio, NICE WFM, 8x8, NICE inContact, Vonage, Gamma, Cisco UCCE, Blue Pumpkin, Teleopti, Nexidia, CallMiner, Aspect eWFM, Cirrus, Interactive Intelligence | | Contact Center as a Service (CCaaS) | Genesys, Genesys Cloud, AWS Connect, NICE CXone, Five9, Talkdesk, Genesys Engage, Twilio Flex, Genesys IVR, Vonage Contact Center | | Survey and User Research Tools | Qualtrics, SurveyMonkey, Google Forms, Medallia, Microsoft Forms, Maze, UserTesting, Dovetail, Typeform, UserZoom, Decipher, Alchemer, UserTesting.com, Optimal Workshop, dScout | | Customer Success Platforms | Gainsight, Catalyst, ChurnZero, Planhat, Totango | ### Legal CLM, legal research, compliance, and e-discovery. | Category | Technologies | | --------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Contract Lifecycle Management | DocuSign, Conga, Ironclad, Icertis, DocuSign CLM, Agiloft, Apttus | | Legal and Compliance Technology | LexisNexis, Westlaw, Actimize, PACER, Fircosoft, Fenergo, RDC, World Check, CLEAR, Accurint, NetReveal, Dow Jones, Bloomberg Law, TLO, Practical Law, CourtLink, Lex Machina, Intelligize, VitalLaw | | Digital Forensics and E-Discovery Tools | Relativity, Axiom, EnCase, FTK, Nuix, Cellebrite, Trial Director, Concordance, X-Ways, IPRO, Everlaw, DISCO, CaseMap, Reveal, Brainspace, Autopsy, Clearwell, Velociraptor, XRY, Ringtail, LiveNote, Redline, Sleuthkit, BlackLight, WinHex | ## Job functions Job functions classify the role type of a job post or person. Filtering by a parent function automatically includes all sub-functions beneath it. ### Board of Directors Board members and non-executive directors. | Job function | Slug | | -------------------------- | -------------------- | | Board of Directors *(all)* | `board-of-directors` | ### Clothing & Fashion Fashion design and apparel roles. | Job function | Slug | | -------------------------- | ---------------------------- | | Clothing & Fashion *(all)* | `clothing-&-fashion` | | Fashion & Textile Designer | `fashion-&-textile-designer` | ### Construction, Real Estate, Facilities & Maintenance Construction management, facilities, and real estate. | Job function | Slug | | ----------------------------------------------------------- | ----------------------------------------------------- | | Construction, Real Estate, Facilities & Maintenance *(all)* | `construction,-real-estate,-facilities-&-maintenance` | | Construction | `construction` | | Architect | `architect` | | Architectural Designer | `architectural-designer` | | Civil Designer | `civil-designer` | | Electrician | `electrician` | | Interior Designer | `interior-designer` | | Furniture Designer | `furniture-designer` | | Landscaping | `landscaping` | | Structural Designer | `structural-designer` | | Urban Designer | `urban-designer` | | Facilities | `facilities` | | Real Estate | `real-estate` | ### Consultant General consulting and advisory roles. | Job function | Slug | | --------------------- | ----------------------- | | Consultant *(all)* | `consultant` | | Management Consultant | `management-consultant` | ### Education Teaching, training, curriculum, and academic administration. | Job function | Slug | | ---------------------- | ------------------------ | | Education *(all)* | `education` | | Adjunct Faculty | `adjunct-faculty` | | Instructional Designer | `instructional-designer` | | K-12 Teacher | `k-12-teacher` | | Librarian | `librarian` | | Professor | `professor` | | School Administrator | `school-administrator` | | School Counselor | `school-counselor` | | Teaching Assistant | `teaching-assistant` | | Tutor | `tutor` | ### Engineering & R\&D Software, hardware, data, research, and scientific roles. | Job function | Slug | | ------------------------------------- | --------------------------------------- | | Engineering & R\&D *(all)* | `engineering-&-r&d` | | Data, Analytics & Machine Learning | `data,-analytics-&-machine-learning` | | AI Engineer | `ai-engineer` | | Actuary | `actuary` | | Actuarial Associate | `actuarial-associate` | | Bioinformatician | `bioinformatician` | | Data Abstractor | `data-abstractor` | | Data Analyst | `data-analyst` | | Data Annotator | `data-annotator` | | Data Entry | `data-entry` | | Data Governance | `data-governance` | | Data Scientist | `data-scientist` | | Economist | `economist` | | Machine Learning | `machine-learning` | | MLOps Engineer | `mlops-engineer` | | Statistician | `statistician` | | Engineer | `engineer` | | Acoustical Engineer | `acoustical-engineer` | | Aerospace Engineer | `aerospace-engineer` | | Agricultural Engineer | `agricultural-engineer` | | Applied Scientist | `applied-scientist` | | Automation Engineer | `automation-engineer` | | Automotive Engineer | `automotive-engineer` | | Biomedical Engineer | `biomedical-engineer` | | Chemical Engineer | `chemical-engineer` | | Civil Engineer | `civil-engineer` | | Railway Engineer | `railway-engineer` | | Structural Engineer | `structural-engineer` | | Telecommunications Engineer | `telecommunications-engineer` | | Traffic Engineer | `traffic-engineer` | | Water Resources Engineer | `water-resources-engineer` | | Combat Engineer | `combat-engineer` | | Data Center Engineer | `data-center-engineer` | | Developer Relations | `developer-relations` | | Technical Writer | `technical-writer` | | Drilling Engineer | `drilling-engineer` | | Electrical Engineer | `electrical-engineer` | | Control Engineer | `control-engineer` | | Hardware Engineer | `hardware-engineer` | | Chip Designer | `chip-designer` | | Power Engineer | `power-engineer` | | Embedded Engineer | `embedded-engineer` | | Firmware Engineer | `firmware-engineer` | | Environmental Engineer | `environmental-engineer` | | Geotechnical Engineer | `geotechnical-engineer` | | Hydrology Engineer | `hydrology-engineer` | | Industrial Engineer | `industrial-engineer` | | Marine Engineer | `marine-engineer` | | Materials Engineer | `materials-engineer` | | Mechanical Engineer | `mechanical-engineer` | | Robotics Engineer | `robotics-engineer` | | Metallurgical Engineer | `metallurgical-engineer` | | Mining Engineer | `mining-engineer` | | Nanotechnology Engineer | `nanotechnology-engineer` | | Network Engineer | `network-engineer` | | Nuclear Engineer | `nuclear-engineer` | | Ocean Engineer | `ocean-engineer` | | Optical Engineer | `optical-engineer` | | Petroleum Engineer | `petroleum-engineer` | | Prompt Engineer | `prompt-engineer` | | Quality Engineer | `quality-engineer` | | Reservoir Engineer | `reservoir-engineer` | | Safety Engineer | `safety-engineer` | | Security Engineer | `security-engineer` | | Application Security Engineer | `application-security-engineer` | | Cloud Security Engineer | `cloud-security-engineer` | | DevSecOps Engineer | `devsecops-engineer` | | Information Security Engineer | `information-security-engineer` | | Network Security Engineer | `network-security-engineer` | | Penetration Tester | `penetration-tester` | | SIEM Engineer | `siem-engineer` | | Security Architect | `security-architect` | | Software Engineer | `software-engineer` | | Analytics Engineer | `analytics-engineer` | | Cloud Engineer | `cloud-engineer` | | Data Architect | `data-architect` | | Data Engineer | `data-engineer` | | DataOps Engineer | `dataops-engineer` | | Database Engineer | `database-engineer` | | DevOps Engineer | `devops-engineer` | | Engineering Productivity | `engineering-productivity` | | Frontend Engineer | `frontend-engineer` | | Infrastructure Engineer | `infrastructure-engineer` | | Integration Engineer | `integration-engineer` | | Mobile Developer | `mobile-developer` | | Netsuite Developer | `netsuite-developer` | | Network Operations Engineer | `network-operations-engineer` | | Observability Engineer | `observability-engineer` | | Performance Engineer | `performance-engineer` | | Platform Engineer | `platform-engineer` | | SAP Developer | `sap-developer` | | Salesforce Developer | `salesforce-developer` | | ServiceNow Developer | `servicenow-developer` | | Sharepoint Developer | `sharepoint-developer` | | Site Reliability Engineer | `site-reliability-engineer` | | Software Architect | `software-architect` | | Cloud Architect | `cloud-architect` | | Software Development Engineer in Test | `software-development-engineer-in-test` | | Workday Developer | `workday-developer` | | Systems Engineer | `systems-engineer` | | Technical Designer | `technical-designer` | | 3D Designer | `3d-designer` | | CAD Designer | `cad-designer` | | Mechanical Designer | `mechanical-designer` | | Test Engineer | `test-engineer` | | Researcher | `researcher` | | Research Assistant | `research-assistant` | | Research Scientist | `research-scientist` | | Scientist | `scientist` | | Astronomer | `astronomer` | | Biologist | `biologist` | | Botanist | `botanist` | | Ecologist | `ecologist` | | Geneticist | `geneticist` | | Microbiologist | `microbiologist` | | Zoologist | `zoologist` | | Chemist | `chemist` | | Biochemist | `biochemist` | | Epidemiologist | `epidemiologist` | | Geologist | `geologist` | | Meteorologist | `meteorologist` | | Neuroscientist | `neuroscientist` | | Oceanographer | `oceanographer` | | Physicist | `physicist` | | Toxicologist | `toxicologist` | ### Entertainment Media production, creative, and performing arts. | Job function | Slug | | --------------------- | ----------------------- | | Entertainment *(all)* | `entertainment` | | Actor | `actor` | | Audio Visual Designer | `audio-visual-designer` | | Camera Operator | `camera-operator` | | Character Designer | `character-designer` | | Costume Designer | `costume-designer` | | Exhibition Designer | `exhibition-designer` | | Musician | `musician` | | Narrative Designer | `narrative-designer` | | Producer | `producer` | | Set Designer | `set-designer` | | Visual Artist | `visual-artist` | ### Executive General executive leadership roles (CEO, CTO, COO, and similar). | Job function | Slug | | ----------------- | ----------- | | Executive *(all)* | `executive` | ### Financial Markets Capital markets, trading, and investment roles. | Job function | Slug | | ------------------------- | -------------------- | | Financial Markets *(all)* | `financial-markets` | | Investment Banking | `investment-banking` | | Investment Manager | `investment-manager` | ### Frontline & Manual Labor Operations, logistics, skilled trades, and physical work. | Job function | Slug | | -------------------------------- | -------------------------- | | Frontline & Manual Labor *(all)* | `frontline-&-manual-labor` | | Cleaner | `cleaner` | | Driver | `driver` | | Florist | `florist` | | Hairdresser | `hairdresser` | | Pilot | `pilot` | | Production Worker | `production-worker` | | Retail | `retail` | | Skilled Trades | `skilled-trades` | | Warehouse | `warehouse` | ### General & Administrative Admin, finance, legal, HR, and cross-functional support. | Job function | Slug | | ---------------------------------- | ------------------------------------ | | General & Administrative *(all)* | `general-&-administrative` | | Administrator | `administrator` | | Chief of Staff | `chief-of-staff` | | Executive Assistant | `executive-assistant` | | Office Manager | `office-manager` | | Receptionist | `receptionist` | | Finance | `finance` | | Accountant | `accountant` | | Accounts Payable & Receivable | `accounts-payable-&-receivable` | | Auditor | `auditor` | | Payroll | `payroll` | | Claims & Underwriting | `claims-&-underwriting` | | FP\&A | `fp&a` | | FinOps | `finops` | | Financial Analyst | `financial-analyst` | | Financial Controller | `financial-controller` | | Financial Operations | `financial-operations` | | Loan Officer | `loan-officer` | | Human Resources | `human-resources` | | Compensation & Benefits | `compensation-&-benefits` | | Human Resources Information System | `human-resources-information-system` | | Learning & Development | `learning-&-development` | | Recruiter | `recruiter` | | Legal & Compliance | `legal-&-compliance` | | Compliance | `compliance` | | Lawyer | `lawyer` | | Legal Assistant | `legal-assistant` | | Paralegal | `paralegal` | | Public Policy | `public-policy` | ### Government Public sector, policy, military, and regulatory roles. | Job function | Slug | | ------------------ | ----------------- | | Government *(all)* | `government` | | Civil Servant | `civil-servant` | | Diplomat | `diplomat` | | Law Enforcement | `law-enforcement` | | Military | `military` | ### Healthcare Services Clinical, medical, and patient care roles. | Job function | Slug | | ----------------------------- | ------------------------------- | | Healthcare Services *(all)* | `healthcare-services` | | Behavior Analyst & Technician | `behavior-analyst-&-technician` | | Caregiver | `caregiver` | | Dental Assistant | `dental-assistant` | | Dental Hygienist | `dental-hygienist` | | Dentist | `dentist` | | Immunologist | `immunologist` | | Laboratory Services | `laboratory-services` | | Medical Assistant | `medical-assistant` | | Medical Coder | `medical-coder` | | Mental Health Counselor | `mental-health-counselor` | | Nurse | `nurse` | | Nurse Practitioner | `nurse-practitioner` | | Nutritionist | `nutritionist` | | Occupational Therapist | `occupational-therapist` | | Optometrist | `optometrist` | | Paramedic | `paramedic` | | Pharmacist | `pharmacist` | | Pharmacy Technician | `pharmacy-technician` | | Phlebotomist | `phlebotomist` | | Physical Therapist | `physical-therapist` | | Physician | `physician` | | Physician Assistant | `physician-assistant` | | Podiatrist | `podiatrist` | | Psychologist | `psychologist` | | Radiologic Technologist | `radiologic-technologist` | | Radiologist | `radiologist` | | Respiratory Therapist | `respiratory-therapist` | | Social Worker | `social-worker` | | Clergy | `clergy` | | Speech Therapist | `speech-therapist` | | Surgeon | `surgeon` | | Veterinary Services | `veterinary-services` | ### Information Technology IT operations, systems administration, and enterprise apps. | Job function | Slug | | ------------------------------ | -------------------------- | | Information Technology *(all)* | `information-technology` | | Business Systems | `business-systems` | | Database Administrator | `database-administrator` | | Datacenter Administrator | `datacenter-administrator` | | IT Security | `it-security` | | Security Analyst | `security-analyst` | | IT Support | `it-support` | | Network Administrator | `network-administrator` | | Netsuite Administrator | `netsuite-administrator` | | SAP Administrator | `sap-administrator` | | Salesforce Administrator | `salesforce-administrator` | | ServiceNow Administrator | `servicenow-administrator` | | Sharepoint Administrator | `sharepoint-administrator` | | Workday Administrator | `workday-administrator` | ### Journalist Writing, editing, and media reporting. | Job function | Slug | | -------------------- | ---------------------- | | Journalist *(all)* | `journalist` | | Broadcast Journalist | `broadcast-journalist` | | Editor | `editor` | | Reporter | `reporter` | | Writer | `writer` | ### Product & Design Product management, UX, and design. | Job function | Slug | | -------------------------- | ---------------------------- | | Product & Design *(all)* | `product-&-design` | | Designer | `designer` | | Brand Designer | `brand-designer` | | Game Designer | `game-designer` | | Game Artist | `game-artist` | | Industrial Designer | `industrial-designer` | | Package Designer | `package-designer` | | Motion Designer | `motion-designer` | | Animation Designer | `animation-designer` | | CGI Designer | `cgi-designer` | | VFX Designer | `vfx-designer` | | Video Designer | `video-designer` | | User Experience Designer | `user-experience-designer` | | User Experience Researcher | `user-experience-researcher` | | Visual Designer | `visual-designer` | | User Interface Designer | `user-interface-designer` | | Product Manager | `product-manager` | ### Sales, Marketing, Customer Support & Business Development Revenue-generating and customer-facing roles. | Job function | Slug | | ----------------------------------------------------------------- | ----------------------------------------------------------- | | Sales, Marketing, Customer Support & Business Development *(all)* | `sales,-marketing,-customer-support-&-business-development` | | Business Development | `business-development` | | Customer Support, Solutions and Success | `customer-support,-solutions-and-success` | | Customer Engineer | `customer-engineer` | | Forward Deployed Engineer | `forward-deployed-engineer` | | Customer Success | `customer-success` | | Customer Support | `customer-support` | | Call Center | `call-center` | | Engagement Manager | `engagement-manager` | | Solutions Architect | `solutions-architect` | | Marketing | `marketing` | | Brand Marketing | `brand-marketing` | | Communications | `communications` | | Interpreter | `interpreter` | | Content Creator | `content-creator` | | Content Marketing | `content-marketing` | | Creative Director | `creative-director` | | Customer Marketing | `customer-marketing` | | Demand Generation | `demand-generation` | | Lifecycle Marketing | `lifecycle-marketing` | | Digital Marketing | `digital-marketing` | | Social Media Manager | `social-media-manager` | | Events | `events` | | Field Marketing | `field-marketing` | | Growth Marketing | `growth-marketing` | | Performance Marketing | `performance-marketing` | | SEO | `seo` | | Influencer Marketing | `influencer-marketing` | | Market Research | `market-research` | | Partner Marketing | `partner-marketing` | | Product Marketing | `product-marketing` | | Product Enablement | `product-enablement` | | Revenue Operations | `revenue-operations` | | GTM Engineer | `gtm-engineer` | | Marketing Operations | `marketing-operations` | | Marketing Analyst | `marketing-analyst` | | Sales Operations | `sales-operations` | | Sales Analyst | `sales-analyst` | | Sales Enablement | `sales-enablement` | | Sales | `sales` | | Account Executive | `account-executive` | | Enterprise Account Executive | `enterprise-account-executive` | | Mid-Market Account Executive | `mid-market-account-executive` | | SMB Account Executive | `smb-account-executive` | | Account Manager | `account-manager` | | Key Account Manager | `key-account-manager` | | Channel Sales | `channel-sales` | | Partner Enablement | `partner-enablement` | | Inside Sales Representative | `inside-sales-representative` | | Outside Sales Representative | `outside-sales-representative` | | Sales Development Representative | `sales-development-representative` | | Sales Engineer | `sales-engineer` | ### Sports Athletic, coaching, and sports management roles. | Job function | Slug | | ----------------- | ------------------- | | Sports *(all)* | `sports` | | Athlete | `athlete` | | Athletic Director | `athletic-director` | | Coach | `coach` | | Personal Trainer | `personal-trainer` | ### Strategy & Operations Business strategy, operations, finance, and project management. | Job function | Slug | | ----------------------------- | ------------------------------- | | Strategy & Operations *(all)* | `strategy-&-operations` | | Analyst | `analyst` | | Pricing Analyst | `pricing-analyst` | | Operations | `operations` | | Air Traffic Controller | `air-traffic-controller` | | Documentation | `documentation` | | Environmental Health & Safety | `environmental-health-&-safety` | | Fraud Investigator | `fraud-investigator` | | Procurement & Supply Chain | `procurement-&-supply-chain` | | Buyer | `buyer` | | Inventory Manager | `inventory-manager` | | Procurement | `procurement` | | Supply Chain | `supply-chain` | | Program Manager | `program-manager` | | Quality Assurance | `quality-assurance` | | Quality Analyst | `quality-analyst` | | Strategy | `strategy` | | Corporate Development | `corporate-development` | ### Travel & Hospitality Tourism, hospitality, and travel industry roles. | Job function | Slug | | ---------------------------- | ---------------------- | | Travel & Hospitality *(all)* | `travel-&-hospitality` | | Hospitality | `hospitality` | | Chef | `chef` | | Flight Attendant | `flight-attendant` | | Front Desk | `front-desk` | | Restaurant Manager | `restaurant-manager` | | Server | `server` | | Travel Agent | `travel-agent` | ## Job levels Job levels classify seniority. Filtering by `job_level_min` returns that level and above; `job_level_max` caps the range. Use the name exactly as shown — levels are not slug-formatted. | Level | What it covers | | ---------------------- | --------------------------------------------------------------------------- | | Board Member | Chairperson, board member, non-executive director. | | CXO | Chief executive-level officers: CEO, CTO, CFO, COO, CMO, CISO, and similar. | | SVP | Senior Vice President, Executive Vice President, Corporate Vice President. | | VP | Vice President. | | Executive Director | Executive Director (distinct from VP and Senior Director). | | Senior Director | Senior Director, Sr. Director. | | Director | Director. | | General Manager | General Manager. | | Head | Head of a function or department. | | Associate Director | Associate Director. | | Senior Manager | Senior Manager, Sr. Manager. | | Manager | Manager, Supervisor. | | Principal | Principal or Staff-level individual contributor. | | Lead | Lead, Team Lead. | | Senior | Senior or Sr. individual contributor. | | Individual Contributor | All other non-managerial roles. |