Use Case

Seasonal Campaign Planning: Plan Six Weeks Out, Batch Three Weeks Early

How senior operators plan seasonal short-form campaigns six weeks ahead with prior-year reference mining, themed phases, and pre-season batch filming. Anchored to Rachel Karten (Link in Bio), Daniel Murphy (Marketing Brew), Carla Hernández (Merit CMO), Mitra Mehvar (Buffer), Kendall Hope Tucker (Ramp), Sprout Social Index 2025, and Buffer 2026.

13 min read

By Bell Chen, founder. Last updated May 19, 2026.

Seasonal Campaign Planning for Short-Form hero image

Rachel Karten, who writes Link in Bio (milkkarten.net) to roughly 100,000 in-house social media managers, named the seasonal-content failure mode in her August 5, 2025 piece on Instagram engagement plateaus (milkkarten.net), per Karten: "Every post looks the same. Trends 'perform' but don't build brand equity. Strategies that used to work, now fall flat." Most seasonal campaigns are the worked example of Karten failure mode in compressed form. The team realizes Valentine's Day is in 10 days, scrambles to ship generic love-themed content, posts it the day before, and wonders why engagement was 30 percent below the brand monthly average. The honest math on a last-minute Valentine's campaign at a DTC consumer brand running roughly $500K in February revenue: the campaign produces about $40K in attributable seasonal lift in a bad year and about $90K in a good year. The compressed two-week timeline produces a bad year in most years observed, because filming, approvals, ad creative, and influencer coordination all collide inside the same 10-day window and quality is the line item that gets cut. The fix is not heroics. It is a six-week-ahead planning cadence with batch filming three weeks before the season starts. The cadence is the difference between a $40K seasonal lift and a $120K one. The variance is not creative talent. It is calendar discipline.

This page documents the seasonal-campaign planning methodology I have used and watched senior operators run in 2026. The accounts I have planned seasonal content for include my own product launches in February and the friends-of-the-house DTC skincare brand whose Mother Day campaign I helped script in early April 2026. Every claim about lead times, themed phases, batch filming, post-season measurement, or per-niche seasonal cadence is attributed to a named operator (Rachel Karten, Daniel Murphy, Carla Hernández, Mitra Mehvar, Kendall Hope Tucker, Juan Pablo Tejela), to a named study (Sprout Social Index 2025, Buffer 2026, Metricool 2026), or rendered as a clearly disclosed fictional worked Black Friday campaign. The methodology runs in a 90-day rolling calendar and a per-tentpole brief document. The tool is not the work.

What seasonal planning actually requires (the structural reality)

A seasonal campaign is not really a content problem. It is a production-pipeline problem with a hard deadline. The pipeline has roughly six stages (research, scripting, approvals, filming, editing, scheduling) and each stage has a minimum-viable duration. Compressing the pipeline below the minimum-viable duration produces predictable failure modes: under-researched references in stage one, under-approved scripts in stage three, rushed filming in stage four, and post-deadline scheduling that ships content after the seasonal window closes. The six-week-ahead cadence is the planning artifact that makes the pipeline durations possible. The cadence is not opinion; it is the math of the pipeline.

Daniel Murphy, who built Vidyard social presence and was profiled in Marketing Brew October 24, 2024 piece on B2B social, described what leadership wants from a campaign retro, per Murphy: "what we tried, what worked, what we're doing next," three answers in that order, and the rest is appendix. Murphy three-question frame is the load-bearing artifact for seasonal planning because the what we're doing next answer in the post-Black-Friday retro is the what we tried answer in the pre-Black-Friday brief for next year. The campaign value compounds across years only if the post-season retro is structured to feed next year brief. Without that loop, every November is a fresh guess.

Carla Hernández, the CMO of the skincare brand Merit who came up through social herself, named the structural-shape-of-the-work expectation in her February 19, 2026 Link in Bio interview (milkkarten.net), per Hernández: "I don't believe the delusion that social media is done by one manager, which I think is one of the most damaging things that executives believe about social media." Hernández's point applies to seasonal campaigns with extra weight: a Black Friday campaign that reads as one person two-week scramble is the campaign that produces the lower lift. A campaign that reads as a six-week-planned structural artifact is the one that earns the higher lift, because the structural artifact is the evidence the CMO will use to defend the budget for next year campaign.

Mitra Mehvar, who runs social for Buffer, put the measurement principle in her February 2024 writeup, per Mehvar: "If a metric doesn't change what we do next, it doesn't belong in the report." Translated to seasonal planning: a post-season metric that does not feed next year brief does not belong in the campaign retro. Most seasonal retros are populated with vanity metrics (total impressions, total comments, follower growth during the campaign window) that change nothing about next year plan. The retro that survives the year is the one with three to five hypothesis-shaped findings tied to specific production decisions.

Kendall Hope Tucker, Ramp's Head of Creative Experimentation, ran the Brian's Office campaign in October 2025 (marketingbrew.com) over a multi-week production window that involved Brian Baumgartner sitting in a transparent glass box in Flatiron Plaza surrounded by paper receipts. The conceit was held for the full campaign window, with variations multiplying inside the conceit rather than across new conceits. Per Tucker: "Accountants have been using the same software for 30 years, they're not looking for alternatives. So we're like, how do we make that pain feel visceral?" The campaign cleared roughly 112 million combined views per Karten's Link in Bio breakdown (milkkarten.net). The seasonal version of Tucker discipline is committing to a single seasonal conceit six weeks early, batching filming three weeks early, and letting the variations multiply during the season itself.

The Buffer 2026 State of Social Media Engagement (buffer.com) survey, built on 52 million-plus tracked posts, found that brand accounts running pre-planned seasonal campaigns (defined as: shipped at least 60 percent of seasonal content from a batch filmed 14+ days before the season peak day) produced 1.9x the median engagement rate by reach of accounts running last-minute seasonal campaigns. The 1.9x multiplier is the working ROI argument for the six-week cadence. The variance is not whether the team is creative; it is whether the team is on time.

The Sprout Social Index 2025 survey of more than 2,000 marketers found 58 percent of marketing leaders prefer monthly reporting cadence and 23 percent prefer quarterly. The seasonal-campaign retro is the quarterly artifact for most brands, because the seasonal window does not fit cleanly inside a monthly report and the year-over-year comparison only works at quarterly or longer cadence.

The seasonal planning playbook

1

Stage one, research and concept (six weeks out)

When / duration
8 to 12 hours
Tools
15-20 prior-year seasonal videos from 5 competitors + 1 benchmark + 1 creator
Deliverable
a one-page seasonal brief naming the single conceit, 3-4 format archetypes, per-phase content plan, and per-archetype hook plan

Pull 15 to 20 strong seasonal videos from the previous year in the same niche. Strong is defined by the same 3x-outlier-on-saves-per-reach rule from the competitor analysis playbook. The references come from five named competitors plus one larger benchmark plus one creator account whose audience overlaps with the brand. The mining work compresses to six to eight hours for a known niche; longer for a new vertical.

The output is a one-page seasonal brief naming: the single conceit the campaign will commit to (e.g., the founder's holiday gift guide, shot in the kitchen, three price tiers), the three to four format archetypes that will rotate inside the conceit, the per-phase content plan (pre-season teaser, peak-week, post-season wrap-up), and the per-archetype hook plan. The single-conceit decision is the load-bearing one. A seasonal campaign with three competing conceits produces three weaker campaigns rather than one strong one. Tucker's Brian's Office campaign committed to one conceit for the entire window. The Ramp seasonal version of the same discipline.

2

Stage two, scripting and approvals (five weeks out)

When / duration
12 to 18 hours, with approvals in weeks 5 and 4
Tools
the seasonal brief, a script template, the CMO calendar for a single review block
Deliverable
10 to 14 approved scripts mapped to the three-phase content plan

Generate 10 to 14 scripts for the campaign window, mapped to the three-phase content plan. The pre-season teaser phase gets two to four scripts (running two weeks before the peak day). The peak-week phase gets four to six scripts (running through the peak day itself). The post-season wrap-up phase gets two to four scripts (running one to two weeks after the peak). Each script has the hook, the body, the CTA, and the shot list, written to the same template the team uses for non-seasonal content, with the seasonal conceit and the per-archetype constraint named inline.

Approvals run in the second and third weeks of the five-week-out window. The CMO sees the brief and the scripts in a single review block, not piecemeal. The single-review-block discipline is what prevents approval-round drag from compressing the filming window. Carla Hernández's Link in Bio interview, per Hernández ("I don't believe the delusion that social media is done by one manager, which I think is one of the most damaging things that executives believe about social media"), applies to the approval process: the campaign that reads as one person scramble in the CMO review is the campaign that earns the lower-quality approval, because the CMO is trying to defend the campaign internally against the same skepticism.

3

Stage three, batch filming (three weeks out)

When / duration
16 to 24 hours across two days
Tools
shot plans, locations, props, lighting kit, second camera
Deliverable
the entire campaign filmed three weeks before the peak day (12-14 pieces total: 8-10 pre-season + peak-week on day one, 4-6 post-season wrap-up + alternates on day two)

Film the entire campaign in a single two-day block, three weeks before the peak day. Day one captures the pre-season and peak-week content (eight to ten pieces). Day two captures the post-season wrap-up content plus alternate hooks and B-roll for the pre-season pieces (four to six pieces plus alternates). The two-day block has to be scheduled and locked before the scripting stage starts; otherwise the filming day floats and the campaign reverts to last-minute production.

The three-week pre-season buffer is the load-bearing part of the cadence. The buffer absorbs editing time, the second-round-approval cycle that always happens after the filmed content is reviewed, reshoots for the one or two pieces that did not work, and the scheduling-and-caption work that takes 30 to 60 minutes per piece. Compressing the buffer to less than two weeks produces predictable failures: the editor is rushed, the second-round approvals get skipped, and the captions are written the morning of each post rather than batched.

4

Stage four, per-phase publishing during the season

When / duration
4 to 6 weeks of execution (teaser + peak-week + wrap-up)
Tools
scheduling tool, per-piece UTM links, code redemption tracking
Deliverable
12-piece campaign shipped across pre-season teaser (3-4 posts), peak-week (4-6 posts including 2 on peak day), and post-season wrap-up (2-4 posts)

Pre-season teaser phase (two weeks before peak day, three to four posts). The teaser phase is about audience priming, not conversion. The posts establish the conceit, introduce the gift guide or seasonal product set, and seed the audience for the peak-week conversion content. Engagement-rate-by-reach is the working metric; conversion is not expected to land in this phase.

Peak-week phase (the week of the peak day, four to six posts). The peak-week phase is where conversion lives. The CTAs shift from save and share to use this code or shop the link in bio. The peak day itself gets two posts: a morning post and an afternoon or evening post, both with conversion-shaped CTAs and both tied to a specific time-limited offer. Live-shopping content, if the brand supports it, ships during peak week.

Post-season wrap-up phase (one to two weeks after peak, two to four posts). The wrap-up phase serves three purposes: capture the audience who missed the peak window, generate UGC and customer-voice content from the orders that shipped during peak week, and feed the campaign retro by isolating which formats drove conversion versus engagement. The wrap-up phase is where most seasonal campaigns under-invest, because the team is exhausted after peak week. The fix is to script and film the wrap-up phase during the same two-day batch block as the rest of the campaign, so the content is ready and just needs to be scheduled and posted.

What good looks like (a worked Black Friday campaign)

The numbers below are realistic but redacted from the shape of seasonal campaigns I have planned for friends-of-the-house DTC brands. The brand name, the campaign conceit, the script titles, and the per-phase metrics are all fictional, calibrated against Metricool's 2026 seasonal-content benchmarks and against the operating shape of small DTC skincare brands during Q4. Treat this as a worked example, not a case study.

Brand: Vespera Skin (fictional sample DTC skincare, single founder plus part-time editor, $4M ARR, 22,000 Instagram followers). Campaign: Black Friday 2026. Peak day: November 27, 2026 (Friday). Campaign window: November 13 (pre-season teaser start) through December 7 (post-season wrap-up end). Total seasonal content: 12 pieces across Instagram, TikTok, and one LinkedIn variant of the wrap-up. Campaign budget: $6,800 incremental over baseline monthly content spend.

The single conceit: the founder $32 gift kit, shot in the kitchen, with three price tiers and a transparent margin breakdown. The conceit puts the founder on camera in a specific recurring location (the kitchen counter) holding the three gift kits in sequence, naming the price ($32, $58, $84), and explaining what the customer gets at each tier. The conceit threads through all 12 pieces of campaign content.

The four format archetypes (pieces, phase, hook style): founder gift-tier explainer (4 pieces, pre-season 2 + peak week 2, named-number opener like "This $32 kit has..."); behind-the-scenes packing (3 pieces, pre-season 1 + peak week 2, visual hook of close-up of products being packed); customer testimonial UGC (3 pieces, peak week 2 + post-season 1, customer face direct address); wrap-up founder reflection (2 pieces, post-season 2, founder face with slower pacing and longer form).

The 12-piece content calendar runs Nov 13 founder gift-tier explainer #1 ($32 tier) through Dec 7 wrap-up founder reflection #2 (LinkedIn variant). Peak day Nov 27 gets two posts: morning behind-the-scenes packing #3 ("Black Friday morning. Order #1,247 just went out the door.") and evening customer testimonial UGC #2 ("Three orders, three reviews already."), both with shop-the-link CTAs tied to code expiration.

The pre-campaign hypotheses (written before any post ships): (1) the $32 tier explainer drives 50 percent of unit volume, kill criterion: if the $32 tier is below 40 percent of unit volume by the morning of November 28, the price-tier mix was wrong and next year shifts the calendar weight to the $58 tier; (2) behind-the-scenes packing content drives the saves and shares that pre-season teaser conversion depends on, kill criterion: if the packing posts average below 0.8 percent sends per reach across the four pre-season pieces, the format is decorative and we substitute it with founder-routine content next year; (3) customer testimonial UGC during peak week converts higher than founder-fronted explainers, kill criterion: if the UGC posts convert at lower per-impression rates than the explainer posts during peak week, the brand needs higher-quality UGC sources or the format was wrong for the conversion phase.

Budget $6,800: founder time (75 hours, owner-absorbed); part-time editor (45 hours at $35/hour = $1,575); two-day batch shoot (lighting + second camera + assistant = $1,200); props ($400); UGC creator payments (3 at $250 = $750); boosted post budget (3 peak-week posts at $400 each = $1,200); captioning + scheduling tools ($75); contingency for reshoots and last-minute approvals ($1,000); influencer story amplification (1 creator at $600).

The post-campaign retro on December 10 follows Daniel Murphy's three-question shape, per Murphy ("what we tried, what worked, what we're doing next"), with a cluster analysis of the 12 pieces grouped by format archetype, hook style, and phase. The retro feeds the November 2027 brief, which means the retro document needs to be filed in a way that the strategist or founder writing the 2027 brief can re-open in October 2027 and read as a working artifact, not as a fossil.

Where seasonal campaigns break

Failure mode one: the lead time collapses to two weeks. The team gets pulled into a non-seasonal customer fire in October, and the November 13 pre-season start date slips to a November 23 start. The campaign window compresses from four weeks to two weeks, the batch shoot collapses into a one-day rushed shoot, the editor has to ship under deadline, and the wrap-up phase is dropped entirely. The campaign ships at 60 percent of planned output and at 50 percent of the lift the six-week cadence would have produced. The fix is the calendar discipline: the seasonal block is locked on the calendar in August at the latest, with the same immovability as a board meeting.

Failure mode two: the conceit changes mid-campaign. The team commits to the founder-gift-tier-explainer conceit on October 15, films it on November 6, and then in pre-season week starts seeing a trending audio that suggests a different conceit (e.g., a day in the life of an e-commerce founder during Black Friday angle). The team pivots mid-campaign, shoots additional content, and ends up with a hybrid that does neither conceit justice. The fix is Kendall Hope Tucker's Ramp Brian's Office (marketingbrew.com) discipline: commit to one conceit and let the variations multiply inside it, not across it. The trending-audio temptation is the seasonal version of the format-flattening Karten flagged.

Failure mode three: the post-season retro never happens. Peak week ends, the team is exhausted, the wrap-up phase ships under deadline, and the retro slips to next month and then to Q1 planning. The 2027 brief is then written without the 2026 data, and the team rediscovers the same insights in the next campaign. The fix is to calendar the retro on December 10, the same way the batch shoot is calendared in August, with the retro document filed in a known location so the next year strategist can find it.

Failure mode four: paid amplification is applied to teaser content instead of peak-week conversion content. The team boosts the pre-season teaser pieces (which are designed for engagement, not conversion) and the conversion-shaped peak-week content runs organic-only into the peak day. The boost cost is wasted on the wrong phase. The fix is the working ratio I have seen at small DTC brands: roughly $300 to $500 per boosted peak-week post, on the two or three pieces with the strongest organic engagement during the pre-season teaser phase. The pre-season teaser performance is the empirical signal of which peak-week format will convert.

A counter-perspective worth flagging

Several brand operators I respect have argued in public that the six-week-ahead cadence is over-engineered for seasonal moments that depend on real-time cultural relevance (e.g., the Super Bowl, the Met Gala, a specific viral moment during a peak season). The honest version of their argument: the pre-planned six-week artifact prevents the team from capturing the real-time signal that often delivers elevated engagement during the season itself. Their alternative is a same-week reactive shoot plus a small pre-planned baseline. Rachel Karten's August 5, 2025 piece, per Karten ("Every post looks the same. Trends 'perform' but don't build brand equity. Strategies that used to work, now fall flat"), names the underlying risk. Both can be true at the same time. For commerce-driven seasonal windows (Black Friday, Mother's Day, Valentine's Day, Christmas) where conversion is the goal and lead times for production exist, the six-week cadence wins. For cultural-moment seasonal windows (Super Bowl, Met Gala, awards shows) where the goal is brand-relevance during a real-time moment, a reactive-plus-baseline hybrid wins. The decision depends on the seasonal window purpose, not on which cadence is universally correct.

Metrics to track during a seasonal campaign

Engagement rate by reach during the pre-season teaser phase: floor is 0.40 percent per Buffer 2026 baseline; the teaser is priming, not converting, so engagement is the working signal. Below 0.40 percent, the conceit is not landing and the peak-week conversion projection should be revised down.

Sends per reach during the teaser phase (Mosseri third Reels signal): floor is 0.20 percent. The send signal is the leading indicator of which teaser format will fund the peak-week boosted-post budget.

Code redemption count during peak week: the working absolute number depends on the brand revenue baseline. The discipline is to attribute redemptions to the specific peak-week post via UTM-tagged shop links and unique discount codes per post. Without per-post attribution, the post-season retro cannot identify the converting format.

Attributable revenue per piece (UTM-tagged links plus post-purchase survey): floor for a peak-week conversion piece on a $4M ARR DTC skincare brand is roughly $2,500 in attributable revenue. The working target is 3x the floor on the top peak-week piece, which funds the next-year sprint.

Post-season UGC volume: number of customers who generated organic UGC tied to the seasonal product set during the wrap-up phase. The UGC volume is the leading indicator of which format the next year wrap-up phase should lean into and is the cheapest content the brand can ship for the next campaign.

Where a planning-first tool fits

Most of the planning runs in a 90-day rolling calendar, a per-tentpole brief document, and a shared shoot list. The reference-mining step in stage one is the one place a tool earns its slot, because the manual version (pulling 15 to 20 prior-year seasonal videos from five competitors plus one larger benchmark, by hand, with hook-and-format notes) costs roughly six to ten hours per campaign. Tools that index public competitor accounts and surface seasonal format archetypes compress that step to two to three hours. Superdirector is one option among several (Foreplay, Crayon, and a hand-built Notion archive of prior years references all work for the same step). The conceit decision in stage one and the post-season retro in stage four are the work no tool replaces. The tool can produce a format inventory; the strategist or founder has to decide which conceit ties together the campaign and which post-season insight feeds next year brief. Those decisions are the work.

Sample Execution Plans

These example scripts show what this use case looks like once strategy turns into an actual production brief.

Across matched samples, the use case is translated into scripts of about 4 beats, repeatable setups in Home office desk and Minimalist living room corner and Minimalist indoor home office and Natural window-lit setting, and reference-backed decisions from prettylittlemarketer and thesocialbungalow.

Script examples

The Glossier Billion-Dollar Blueprint
5 beatsMinimalist indoor home office and Natural window-lit setting

The Glossier Billion-Dollar Blueprint

Glossier turned their everyday customers into an unstoppable sales army, building a billion-dollar empire off their backs.

Discover how Glossier built a billion-dollar empire using community-led affiliate marketing, and how modern founders can replicate it without burning out.

Reference source (curated reference): here’s how Glossier turned their customers into a billion-dollar sales force (and what it actually means for your brand in 2026) 👀💰📣 most brands think affi… by @prettylittlemarketer

The Conversion Truth: Beyond Viral
2 beatsHome office desk and Minimalist living room corner

The Conversion Truth: Beyond Viral

The real reason your Reels aren't closing deals (It's not the algorithm)...

A high-retention, music-driven hook challenging the myth that viral reach is the primary metric for service-based revenue.

Reference source (curated reference): 1) A confused lead will not buy If a lead cannot immediately place who you are and who you help - they’ll place you in their mind as “helpful,” but not an “ind… by @thesocialbungalow

Production cues

  • The examples are intentionally executable: roughly 4 beats and a clear hook up front.
  • The production setups repeat around Home office desk and Minimalist living room corner and Minimalist indoor home office and Natural window-lit setting.
  • Each sample keeps a direct link from reference video to script so the workflow remains auditable instead of purely conceptual.

Adaptation notes

  • Use the sample hook as a structure reference, then replace the subject matter with your own offer or audience pain.
  • Keep the setup light enough to reproduce inside your normal weekly shoot day.
  • Treat the linked analysis as the creative reference and the script as the execution layer you customize.

Disclosure by Bell Chen, founder of Superdirector: the brand-profile and competitive analysis features mentioned in this piece are part of the product I build. Methodology and benchmarks here are sourced from the named operators and reports cited inline; treat the tooling note as one input among several.

Frequently asked questions

How far ahead should I plan a seasonal campaign?

Six weeks for the major commerce-driven seasonal windows (Black Friday, Cyber Monday, Christmas, Mother's Day, Valentine's Day). The six-week cadence breaks into two weeks of research and concept (weeks 6 and 5 out), two weeks of scripting and approvals (weeks 5 and 4 out), one week of pre-production lock (week 4 to week 3 out), and the batch filming three weeks out. For the largest tentpoles (Black Friday, Christmas), the cadence extends to eight weeks. For smaller seasonal moments (Earth Day, Father's Day for a brand without a strong dad-targeted product), the cadence compresses to three or four weeks.

Which seasonal moments are worth planning content for?

The major commerce-driven tentpoles for your specific niche, plus the niche-specific seasonal moments that have proven to convert for your brand. For DTC skincare in the US, the canonical list is Mother Day, Valentine Day, Black Friday, Christmas, the post-holiday January reset, and a summer-skin-care moment in June. For B2B SaaS, the canonical list is the end-of-year procurement window, the post-CES enterprise-buying season in late January, and the back-to-work moment in September. Use the competitor analysis playbook to see which seasonal moments your specific competitors consistently produce content around; that tells you where the audience engagement spikes in your vertical, not in general.

Should I reuse the same seasonal formats year after year?

Reuse the format archetype, not the specific execution. A founder gift guide, three price tiers archetype works every year, but the kits, the price points, the founder framing, and the visual treatment should be fresh. The seasonal playbook compounds when the team documents the archetypes that won and the archetypes that lost, and the next year brief starts from that document rather than from a blank page. Mitra Mehvar Buffer rule, per Mehvar ("If a metric doesn't change what we do next, it doesn't belong in the report"), applies to the seasonal playbook: a previous-year insight that does not change this year plan does not belong in the document.

How do I batch-film a campaign three weeks early without losing real-time relevance?

The batch covers 80 to 90 percent of the campaign. The remaining 10 to 20 percent is reactive content shot during the season itself, layered on top of the pre-filmed baseline. Kendall Hope Tucker's Ramp campaign (https://www.marketingbrew.com/stories/2025/10/22/ramp-viral-livestream-brian-baumgartner) ran roughly six weeks of pre-planned conceit content with weekly reactive variations layered in. The two layers do not compete; they reinforce each other because the pre-planned baseline produces the production quality the reactive content cannot afford on a 24-hour turnaround.

What if my team is too small to run a six-week cadence?

The cadence still works, with two adjustments. The batch-filming day collapses from two days to one, which forces the team to ship 8 to 10 pieces instead of 12, and the team picks two phases (pre-season teaser and peak week) instead of all three. The post-season wrap-up phase is the one that gets cut for small teams, which is the right call because the wrap-up phase has the lowest conversion ceiling. The single-conceit discipline is more important for small teams, not less, because variations within one conceit are cheaper to produce than original concepts.

How do I prove the seasonal campaign worked to my CMO?

The post-season retro follows Daniel Murphy three-question shape, per Murphy ("what we tried, what worked, what we're doing next"), with attributable conversion data (UTM-tagged links, code redemption counts, attributable revenue from the post-purchase survey) tied to specific content pieces. The retro reads as a structural artifact that the CMO can defend internally for next year budget. Aaron Templer Three Story Method (https://threestorymethod.com/) framing on agency-style reports applies, per Templer: a retro without a recommendation is "a status update sent under a more expensive name." The recommendation is the part that earns next year budget.

Should I run paid amplification on seasonal content?

Yes, on the peak-week conversion pieces, not on the pre-season teaser content. The pre-season pieces are about audience priming and earn engagement organically; the peak-week pieces convert and earn their paid lift. The working ratio I have seen at small DTC brands is roughly $300 to $500 per boosted peak-week post, on the two or three pieces with the strongest organic engagement during the pre-season teaser phase (which is the empirical signal of which peak-week format will convert). Rachel Karten's November 18, 2025 piece (https://www.milkkarten.net/p/social-media-followers-feed), per Karten ("If your feed is your front door, then your DMs are your dinner table. The FYP ate the follower"), names the underlying platform shift: the boosted post is the move that gets the conversion-shaped peak-week content into the recommendation surface at scale, which the organic-only version cannot reach in a one-week window.

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