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These patterns come from analyzing 2,113 real TikTok automation rules deployed across high-performing media buyer accounts. TikTok moves faster than any other platform — a losing ad group discovered at 8 AM can cost you thousands by 5 PM. The rules below are organized by layer: protective pauses first, then scaling, then cloning, then bid and creative refinement. Start with the protective layer and add the rest once your guardrails are solid.

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Real-Time Performance Control

Ad group pausing dominates TikTok automation — 973 of 2,113 rules use pause/AdGroup. This reflects the harsh economics of the platform: fast spend, fast fatigue, and no tolerance for wasted budget. All rules in this section fire on today’s data only.

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Rule 1: Pause Ad Groups — Cost Exceeds Performance Threshold

The core TikTok pause pattern. Pause when spend exceeds a minimum baseline but conversions or ROI fail to justify it. Platform: TikTok | Data Interval: Today | Scheduling: Every 1–2 hours Action: Pause Ad Group
Adjust the spend threshold based on your account size. Media buyers with 20kdailybudgetssetthisto20k daily budgets set this to 5–10 per ad group. Smaller accounts set it to $0.50–2. Running this hourly is common because catching a loser early saves substantial budget.

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Rule 2: Pause Ad Groups — Traffic Source CPA Exceeds Payout Threshold

Use this when TikTok’s native conversion attribution is more reliable than your third-party tracker. This sets a hard ceiling on acceptable cost per acquisition. Platform: TikTok | Data Interval: Today | Scheduling: Every 2 hours Action: Pause Ad Group
If your payout is 8,settheCPAthresholdto8, set the CPA threshold to 12–15. This gives room for variance while preventing catastrophic loss. Requiring at least 1 Traffic Source Conversion prevents firing on noise.

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Rule 3: Pause Ad Groups — Multi-Condition Safety Rule

When one metric lies, three rarely do. Combine spend, profitability, and net profit to reduce false positives and avoid pausing winners with early variance. Platform: TikTok | Data Interval: Today | Scheduling: Every 2–3 hours Action: Pause Ad Group
Waiting for three signals before pausing prevents knee-jerk reactions. New ad groups with early variance won’t trigger, but genuine losers will. The impressions condition ensures there’s enough delivery to make a judgment.

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Dynamic Profitability Scaling

Instead of scaling all winners equally, use tiered budget increases that calibrate to ROI ranges. The data shows sophisticated buyers segment into four tiers: 20/20/30/40/40/50 increases at 24%/34%/44%/60%+ ROI respectively. Higher ROI ad groups can absorb larger budget increases without saturation. All scaling rules in this section operate on a 3-day window to smooth out daily variance while staying responsive enough to capitalize on trends.

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Rule 4: Scale Tier 1 — 24–34% ROI (Solid Performers)

Entry-level winners that have proven traction. A 20% increase compounds steadily without overexposure risk. Platform: TikTok | Data Interval: Last 3 Days | Scheduling: Once daily Action: Increase Ad Group Budget by 20%

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Rule 5: Scale Tier 2 — 34–44% ROI (Strong Performers)

Proven winners with meaningful profit velocity. A 30% increase is justified by the risk-reward profile at this tier. Platform: TikTok | Data Interval: Last 3 Days | Scheduling: Once daily Action: Increase Ad Group Budget by 30%

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Rule 6: Scale Tier 3 — 44–59% ROI (Excellent Performers)

Exceptional performers generating serious profit. A 40% increase reflects the reduced saturation risk at this ROI tier. Platform: TikTok | Data Interval: Last 3 Days | Scheduling: Once daily Action: Increase Ad Group Budget by 40%

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Rule 7: Scale Tier 4 — 60%+ ROI (Elite Performers)

Rare air. If an ad group hits 60% ROI, you’ve found a goldmine. Platform: TikTok | Data Interval: Last 3 Days | Scheduling: Once daily Action: Increase Ad Group Budget by 50%
A 50% increase is conservative relative to the profit opportunity at 60%+ ROI. Pair this with a max budget cap rule to prevent any single ad group from consuming your entire daily budget. Most buyers cap at $300–500/day per ad group.

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Rule 8: Scale by CPA Efficiency (Advanced Pattern)

The most sophisticated scaling approach in the dataset. Compare your tracker CPA directly to your campaign payout. This is TikTok-specific because media buyers here obsess over unit economics. Platform: TikTok | Data Interval: Last 3 Days | Scheduling: Once daily Action: Increase Ad Group Budget by 35%
If your campaign payout is 10andCPAdropsbelow10 and CPA drops below 7, increase budget. If CPA drops below $5 (50% of payout), consider increasing by 50% instead of 35%. Requiring 5+ conversions ensures statistical confidence before scaling.

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Campaign-Level Safety Nets

Ad group rules are surgical. Campaign rules are blunt-force protection. Use these to prevent entire campaigns from running sideways while you’re focused elsewhere.

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Rule 9: Pause Campaigns — Zero Conversions at Scale

Platform: TikTok | Data Interval: Today | Scheduling: Every 3 hours Action: Pause Campaign
If you’ve spent $30+ with zero conversions, something fundamental is broken. Pause immediately and investigate — wrong pixel event, broken landing page, or mismatched audience are the most common culprits.

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Rule 10: Pause Campaigns — Spend Ceiling

A hard stop at your daily budget limit, accounting for platform delivery variance. Platform: TikTok | Data Interval: Today | Scheduling: Every 1 hour Action: Pause Campaign
Set the threshold to 105–110% of your daily target, not 100%. TikTok’s spend delivery can overshoot the nominal daily cap by 5–10% due to auction timing. Setting the threshold at 100% causes false positives.

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Cloning Winning Ad Groups

This is the TikTok-exclusive advantage. While Facebook buyers manually pause and restart audiences, TikTok buyers clone winners. The data is stark: 190 rules use copy/AdGroup, 78 use copy_budget/Campaign, and 41 use copy/Content — 309 cloning rules out of 2,113 total (15%). Cloning works because TikTok’s audience targeting makes duplication effective: if an audience performs at 40% ROI, a cloned version on the same audience usually performs similarly. Run cloning rules every 4–6 hours, not hourly. Let winning ad groups stabilize first before spinning up clones.

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Rule 11: Clone Ad Groups — Profitability + Volume

The core cloning pattern. Clone when you have both meaningful conversions (proof of concept) and strong ROI (proof of profit). Platform: TikTok | Data Interval: Today | Scheduling: Every 4 hours Action: Copy Ad Group
Three conversions at 20% ROI is a pattern, not luck. Cloning at this point captures the audience while it’s hot. Most clones inherit audience targeting and creative, starting at equal efficiency to the original.

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Rule 12: Clone Ad Groups — High-Efficiency, Low-Cost Winners

When CPA is exceptionally low relative to conversions, you’ve found an audience inefficiency on TikTok. Clone to saturate that inefficiency before competition or audience drift stales it. Platform: TikTok | Data Interval: Today | Scheduling: Every 4 hours Action: Copy Ad Group
If your target payout is 10andCPAis10 and CPA is 4–5 per conversion, clone it immediately. This signals you’ve found something the algorithm hasn’t priced efficiently yet.

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Rule 13: Clone Campaigns — Proven Profitability at Scale

The most popular TikTok cloning pattern: clone entire campaigns. This copies targeting, creative, and budget configuration in one action. Use when a campaign has demonstrated stable, repeatable profitability. Platform: TikTok | Data Interval: Today | Scheduling: Once daily Action: Clone Campaign with Budget
The cloned campaign starts paused. Review settings, then manually or auto-start. This is safer than cloning ad groups alone because you capture the entire performance context — targeting, creative mix, and budget structure all intact.

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Rule 14: Clone Content — Winning Creative

Clone individual ads outperforming within their ad group. The data shows 41 copy/Content rules — some sophisticated buyers are tracking creative-level efficiency explicitly. Platform: TikTok | Data Interval: Today | Scheduling: Every 6 hours Action: Copy Content
Duplicating a winning creative serves two purposes: it increases impression share for the best-performing ad, and it creates a control version in case the original ad group pauses later. Think of it as insurance for your best creative.

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Bid & Budget Management

Bid management on TikTok is subtle — bid caps constrain delivery but don’t guarantee it. Use these rules conservatively, paired with budget rules for best results.

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Rule 15: Decrease Bids — Unprofitable Ranges

When ROI turns negative but isn’t catastrophic yet, decrease bids before pausing. This buys you another test cycle at lower cost. Platform: TikTok | Data Interval: Last 7 Days | Scheduling: Once daily Action: Decrease Ad Group Bid by 10–15%
If an ad group is at -5% ROI on $20 spend, decrease bid first — see if cost-per-click drops enough to restore profitability before you pause. The lower bound (-50%) prevents this rule from firing on catastrophically bad ad groups, which should be paused outright.

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Rule 16: Increase Bids — High-Efficiency Winners

When CPA is exceptionally low, increase bids to capture more inventory. TikTok’s auction is sophisticated — higher bids often return proportional increases in conversions. Platform: TikTok | Data Interval: Last 3 Days | Scheduling: Once daily Action: Increase Ad Group Bid by 10–15%

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Rule 17: Budget Ceiling Protection

Prevent runaway spend by pausing when cumulative spend approaches your daily limit. Platform: TikTok | Data Interval: Today | Scheduling: Every 1 hour Action: Pause Campaign
Set to 108% instead of 100% to account for TikTok’s platform variance in spend delivery. Campaigns can overshoot the daily cap by 5–10% due to auction timing — using 100% as the threshold will create constant false positives.

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Creative Performance Optimization

Ad-level rules catch the creative duds your audience doesn’t want to see. These run on today’s data only, enabling rapid creative refresh.

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Rule 18: Pause Underperforming Ads — Cost Without Conversions

Pause ads that spend without delivering. This signals either poor creative appeal or wrong audience. Platform: TikTok | Data Interval: Today | Scheduling: Every 2 hours Action: Pause Content
Removing a non-converting ad from the ad group improves overall performance — TikTok reallocates budget and impressions to the remaining creatives. Pair this with regular creative uploads to keep rotation fresh.

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Rule 19: Pause Underperforming Ads — High Cost, Low Tracker Conversions

Similar to Rule 18 but using tracker conversions. Use this if third-party tracking is more reliable than TikTok’s native conversion signals for your offer type. Platform: TikTok | Data Interval: Today | Scheduling: Every 2 hours Action: Pause Content

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Rule 20: Reactivate High-Efficiency Ads

Resume previously paused ads that prove themselves with low CPA and conversions. Use this sparingly — only reactivate ads that clearly exceed your profitability threshold. Platform: TikTok | Data Interval: Today | Scheduling: Every 4 hours Action: Start Content
Only reactivate ads when CPA is genuinely excellent — 40–50% of target payout, not just positive. You have limited creative slots in each ad group. Use them for your best performers.

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How Pro Media Buyers Layer These Rules

The rules above work best in combination:
  1. Protective layer (runs hourly): Real-time pauses catch disasters before they cost you thousands. Deploy these first and treat them as your safety net.
  2. Scaling layer (runs daily): Tiered ROI scaling feeds winners more budget without manual oversight. Set once and let it run.
  3. Cloning layer (runs every 4 hours): Clone winners before they saturate. TikTok audiences move fast — the first person to clone a profitable audience has an advantage over latecomers.
  4. Optimization layer (runs daily): Bid and content pauses refine performance. These are refinements; focus on layers 1–3 first.

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Key Insights from 2,113 Rules

  • Pause dominates: 973 rules pause ad groups because fast response is critical. The first person to pause a loser avoids the bulk of wasted spend.
  • Cloning is TikTok-specific: 309 cloning rules out of 2,113 (15%) — not coincidence. TikTok’s audience targeting makes duplication unusually effective.
  • CPA vs. payout comparisons are where profit lives: Rules comparing tracker CPA to Campaign.payout show sophisticated buyers calibrating to their own economics. A 10payoutwith10 payout with 3 CPA is a 3:1 ratio — worth scaling aggressively.
  • Real-time rules dominate: 60%+ of rules use today’s data interval. 24-hour-old data is stale on TikTok.
  • Complex rules (3+ conditions) are common: 845 of 2,113 rules use 3+ conditions, reducing false positives. Pros use multi-condition rules; beginners use single-condition rules and wonder why their winners get paused.

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Customization by Campaign Type

  • **High-payout campaigns (5–20perconversion):∗∗Usehigherspendthresholdsbeforepausing(5–20 per conversion):** Use higher spend thresholds before pausing (5–10). Budget increases can be more aggressive (50%+ for top tier).
  • Low-payout, high-volume campaigns (0.50–0.50–2 per conversion): Use lower spend thresholds ($0.50–2) and clone more aggressively. Saturation happens faster.
  • Brand/awareness campaigns: Reduce reliance on conversion metrics. Add impression-share, reach, and engagement rules instead.
  • Affiliate/e-commerce: These rules are built for you. Adjust thresholds to match your payout structure and cost of goods.

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Troubleshooting Common Issues

  • Rules firing too often: Increase the cost threshold or require multi-condition confirmation (add Impressions > 50 as an additional condition).
  • Winners getting paused: Use ROI + profit conditions together, never ROI alone. A -10% ROI at $0.50 spend is noise, not signal.
  • Clones underperforming: This is normal — first clones match original performance roughly 70% of the time. Monitor separately and pause underperformers within 24 hours.
  • Budget caps not working: Set threshold to 108–110%, not 100%. Platform variance in delivery makes 100% unreliable as a ceiling.