A company hiring cloud architects, infrastructure engineers, or platform teams is actively migrating workloads or building a cloud-native architecture. This is the highest-value signal for cloud vendors, MSPs, and consultancies.
cloud architectAWSAzure
GCPKubernetesTerraform
DevOpsinfrastructure
Example Evidence
"Hiring Cloud Infrastructure Architect (AWS/GCP) — München. Responsibilities include designing multi-cloud architecture and leading migration of legacy on-premise workloads."
Hiring for Salesforce, HubSpot, or Microsoft Dynamics roles signals an active CRM evaluation or expansion. These companies are either implementing for the first time or replacing an existing CRM — a direct sales opportunity.
SalesforceHubSpotCRM
Dynamics 365PipedriveRevOps
Example Evidence
"Salesforce CRM Administrator & Developer — Hamburg. You will configure Salesforce Sales Cloud, build custom objects, and support ongoing CRM rollout for 200+ users."
Companies building or scaling data platforms are prime buyers of data tooling (Snowflake, dbt, Databricks), BI tools (Tableau, Looker), and data engineering services. The data engineering market is growing 35% YoY in DACH.
data engineerdbtSnowflake
Databricksdata warehouseETL
analytics engineer
Example Evidence
"Senior Data Engineer (dbt/Snowflake) — Berlin. Build and maintain our data warehouse. Experience with dbt, Snowflake, and Airflow required. This role supports our BI migration from legacy Oracle DWH."
Security hires — especially CISO, SOC analysts, or penetration testers — indicate a company is building or expanding a security program. NIS2 compliance (mandatory in DACH from 2024) is driving a wave of security investment.
CISOsecurity engineerSOC analyst
NIS2ISO 27001penetration testing
SIEM
Example Evidence
"Chief Information Security Officer (CISO) — Frankfurt. Lead our information security program, achieve ISO 27001 certification, and build SOC capability in response to NIS2 requirements."
SAP S/4HANA migration deadlines (2027) are forcing thousands of DACH companies to hire SAP consultants now. ERP purchases typically involve €500K–€5M budgets and 12–24 month implementation timelines — making early identification extremely valuable.
SAPS/4HANAERP
Oracle ERPSAP consultantABAP
FI/CO
Example Evidence
"SAP S/4HANA Implementation Consultant (FI/CO) — München. Support our migration from SAP ECC 6.0 to S/4HANA 2023. Go-live targeted Q4 2026."
When a company posts 3 or more technology-related roles within 14 days, it signals a strategic hiring push — typically indicating a new product launch, digital transformation programme, or significant budget unlock.
3+ tech roleswithin 14 days
same companyautomatic detection
Example Evidence
"Capgemini AG posted 6 technology roles in 11 days: Cloud Architect ×2, DevOps Engineer ×2, Data Engineer ×1, Security Analyst ×1. Indicates a new client programme or internal transformation."