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Match Modes

Match modes determine how strictly the system matches ad and CRM data. LightLead supports 3 modes and 12 presets — from maximally strict to maximally loose.

Three match modes

Strict

All specified UTM fields must match.

  • Maximum accuracy — minimal risk of incorrect matches
  • Low Match Rate — many rows will remain unmatched
  • Suitable when UTM tagging is perfect and consistent

Balanced

Some fields must match, the rest are optional.

  • The optimal balance between accuracy and coverage
  • Medium Match Rate
  • The recommended mode for most cases

Loose

A match on a minimal set of fields is enough.

  • Maximum coverage — most rows will be matched
  • Ambiguous matches are possible
  • Suitable when UTM tagging is incomplete or inconsistent

12 presets

Strict Mode — 1 preset

PresetFieldsDescription
strict_full5 fieldsAll 5 UTM fields must match: source + medium + campaign + content + term

Balanced Mode — 6 presets

PresetRequired fieldsDescription
balanced_full5 fieldsAll 5 UTM fields, but with a non-strict match
balanced_source_medium_content3 fieldssource + medium + content
balanced_medium_content2 fieldsmedium + content
balanced_campaign_content_term3 fieldscampaign + content + term
balanced_campaign_content2 fieldscampaign + content
balanced_campaign1 fieldcampaign (the minimum for balanced)

Loose Mode — 5 presets

PresetRequired fieldsDescription
loose_source_medium_content3 fieldssource + medium + content
loose_medium_content2 fieldsmedium + content
loose_campaign_content_term3 fieldscampaign + content + term
loose_campaign_content2 fieldscampaign + content
loose_campaign1 fieldcampaign (the minimum for loose)

How to choose a mode

Start with balanced

For most scenarios, it's recommended to start with balanced_source_medium_content. This gives a good Match Rate with sufficient accuracy.

Switch to strict if:

  • UTM tagging is perfect
  • Maximum accuracy matters (financial reporting)
  • Match Rate under balanced is > 80% — you can tighten it further

Switch to loose if:

  • UTM tagging is incomplete or inconsistent
  • Match Rate under balanced is < 20%
  • Coverage matters more than accuracy
  • source_constant inference is in use

Mode comparison

CharacteristicStrictBalancedLoose
AccuracyMaximumHighMedium
Match RateLowMediumHigh
Risk of incorrect matchesMinimalLowMedium
UTM requirementsPerfectGoodBasic
Ambiguous matchesNoneRarePossible

Maintained by the LightLead Documentation Team · Last verified: 2026-07-26