Define a comparable market
Salary analysis becomes misleading when roles, countries, currencies, seniority levels, and work arrangements are mixed without labels. Start with one role family and one Indeed country market, then use city, radiusMiles, remoteMode, jobTypes, or experienceLevel only when they support the question.
Keep searchKeyword and searchQuery in the export so every accepted row can be traced to the input that produced it.
Use salary filters carefully
Enable requireSalary when rows without exposed compensation are not useful. minimumAnnualSalary compares normalized annual maximum pay using the selected market's currency, while the raw salary object preserves period, minimum, maximum, currency, estimated status, and annualized values.
Hourly, daily, weekly, and monthly pay can be annualized for comparison, but the raw salaryText should remain available because listing-specific caveats may not fit into numeric fields.
Analyze benefits and skills without inventing data
Benefits, skills, schedules, work arrangement, company fields, and application URLs are returned only when Indeed exposes enough information. Missing arrays or null fields are not evidence that an employer offers no benefits or requires no skills.
Use dataQuality fields to select more complete rows and clearly report how many listings included salary, benefits, descriptions, or company information.
Schedule a recurring hiring report
For new-listing monitoring, sort by date, set postedWithinDays, keep deduplicateJobs enabled, and use a small overfetchFactor unless restrictive filters prevent the actor from filling the requested result count.
Save the tested input as an Apify Task, schedule the run, and process only datasets from successful runs. Inspect OUTPUT whenever a run returns fewer rows than expected.
Read run status before drawing conclusions
EMPTY means Indeed returned a valid search with no jobs. FILTERED means source jobs existed but none passed your filters. CHARGE_LIMIT_REACHED means the user-configured spending cap stopped additional results. FAILED means the source request did not complete.
These statuses prevent a zero-row dataset from being mistaken for zero market demand.