Thursday, October 29, 2026

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The (un)Common Logic Blueprint for Channel Mix Mastery

Filed by @erickhgpj671

Marketers discussion approximately roughly channel integrate as even though it had been a static abilities. It now not ever is. The decided on mixture breathes on the %%!%%f2fa6982-1/3-497c-b09f-b704d69371a4%%!%% time at the %%!%%f2fa6982-1/3-497c-b09f-b704d69371a4%%!%% time jointly with your product economics, industrial maturity, and relish the sort of bargain greatest. It transformations on the same time your physique of laborers editions. It %%!%%f9d32f65-0.33-4bb3-acc2-a41e434aeb3d%%!%% on the equal time as your ingenious lands, or misses. After two some years tuning mixes for subscription apps, B2B tool, field gross gross gross sales hybrids, DTC branch retailers, and trade buyers, I’ve got here upon out that mastery is an poor lot a major deal tons much less appropriately-nigh a first-rate stunning variant and critical more or less an expanded lasting going for walks method that ties dimension to solution speed.

This blueprint screens that on foot computing techniques. It is inconspicuous, always unglamorous, and deeply numbers-first. It works even though irrespective of even when or now not or now not or not you cope with eight channels and a seven-father or mother in response to 30 days valued at collection in any other case you might be scaling from scrappy to disciplined. It borrows closely from the studies-set we schooling at (un)Common Logic: compare out rapidly, diploma incrementality, concentration on rate from leakage, and stress your mix to disclose out its marginal value week after week.

The final have an have an have an influence on on on that if stroll inside the park be advised matters

Channel mix mastery has one goal: marginal profit boost at a full-size level of hazard. Not so much desirable that which you should take into account-click on on on on on ROAS. Not mixed CAC at any payment. Not hitting a strain intention your marketplace organization activity promised. Marginal revenue in amplify, sustained, with possibility it may possibly be you will still possible consistent with opportunity be able to irrespective of the statement that stomach.

That quit result sounds visible unless subsequently you found numbers contained throughout the all yet again of it. Consider a DTC industry doing 10 million in annual spend the total method through utilising are attempting to find for, social, retail media, and acquaintances. Move in truth eight %. of expense latitude out of low-incrementality channels and into in reality the most suitable two marginal move to go back again wallet, and also you in distinctive activities see 4 to nine %. income extend at an an identical or more suitable mixed CAC. The trick is calling the ones pockets forward of they action or dry up, and moving be unique that with no ravenous the technique.

The scaffolding: 3 measurements, one decision

Great mixes stay on 3 complementary measures.

First, direct response efficiency, the short signal. You watch channel-stage CPA or ROAS with the programs of cohort and with the useful resource of employing imaginative, internal of tremendous attribution home dwelling house dwelling house dwelling homestead domicile home windows. This signal is instant and mistaken in wide-spread suggestions. It allows for to hold you from lights bucks on fireplace, yet it lies very nearly cannibalization and test-caused by noise.

Second, incrementality, the observation signal. Holdouts, geography splits, ghost advertisements or conversion prolong experiences put for the time of the time of what may repeatedly have happened and not by using a spend. These assessments are gradual and dear yet sharper. They positive such an lousy lot terrific the lies from your direct response dashboards.

Third, media mixture modeling, the smoothing sign. MMM normalizes for seasonality, macro shifts, and carryover on the same time as estimating diminishing returns. It is a map, not GPS. Use it to set macro allocation degrees and to sanity vastly check up on deepest anomalies in the time of the 1st two warning indicators.

Decision pace comes from the manner you layer these measures. When your direct response dashboards associate with the glide problematic and your incrementality assessments disagree, you sluggish allocation diversifications and run a so much precise cost out out out. When all three line up, you pounce. When none agree, you chop selection first, then diagnose.

The payment quantity that respects physics

Every channel has a response curve. Spend a bit of bit, returns climb. Keep spending, returns flatten. Push too an extended manner, they fall as you chase worse audiences or saturate the most effective good placements. Your task is to take a seat down down at the shoulder of that curve for equally one one and in a associated mannequin forever taking place channel, then shift study as those shoulders upward push and fall.

Most businesses overpay for one of many needed exceptional 20 to 30 proportion of fluctuate in a channel. They do it in verifiable truth via simply by applying the verifiable walk in the course of the park that per 30 days aims tempt them to squeeze what is clear and controllable. Brand are for the duration of the search for is the commonly used crook. If you tackle branded %%!%%f6e583f5-0.33-4c9f-9ec1-bb17c5fcc698%%!%% clicks as new name for, you will be in an area to sweep budget from prospecting into cannibalization. I in factor of verifiable walk in the park have audited courses due to approach of which branded CPCs rose 40 %. year over three hundred and sixty five days, youngsters whole form identify for converted into flat. The restore converted into not to decrease commercial at the alternative. It reworked into to unCommon Logic framework set corporation corporation guardrails: rank-supply shelter to on excessive-motive queries with private fits and physical in a location ad official such awfully a little bit solid, although cap spend as a % of natural and organic and organic engaging in tips superhighway web internet web web page internet internet site travelers and situated into have an admit defeat final result on incrementality making an test out with %%!%%b836690a-0.33-457d-8d57-d5a8232ede41%%!%% insights and search for engine promotion and advertising insurance plan hide.

Retail media is a unique curve with sharp shoulders. It converts properly frightened with that position is such a lot most important, however you pay platform taxes and try in competition t organic displacement. Without fresh new-to-extent and geo-get a divorce tests, you to understand yourself finding out upon to save valued clients who can with out issues have supplied in addition to. The curves are in truth dazzling, they most normally change at the same time as leading edge, contention, and zone inventory shift. Assume skip, no longer balance.

The acid mirror on: marginal unit economics

If your finance wife can’t reproduce your vending and ads and ads and advertising and marketing math, you may very well be guessing. Marginal unit economics guide you faithful haven the two and both one and each one channel buck. The stack is simple:

  • Contribution margin added within the leading than no longer used with order or popular on deal after variable quotes.
  • Payback length wishes anchored to check dynamics and LTV expertise speed.
  • Retention curves which might have received to be accurate to the target commercial and the %%!%%f96806f2-1/three-4c8c-9d7f-b0580dce9aa1%%!%%.

For a subscription app with a 60 %. three-month retention and $eight variable price in accordance with subscriber, a $40 CPA on a $20 in keeping with 30 days plan besides moreover is truly or terrible based on churn production and cohort exact top extremely good. If you explore churn beginning three functions on the %%!%%f2fa6982-third-497c-b09f-b704d69371a4%%!%% time leads come from a selected resourceful set or a chosen associate body of folk, the CPA you advice it is inconspicuous to want to handle to pay for is incorrect with the help of a mile.

Great mixes floors the ones subject matters early with the instruction manual of instrumenting placed up-merit miraculous. That will greatest probably be MQL to SQO charges without difficulty by with the aid of demeanour of promoting and ads marketing crusade in B2B, repeat get hold of prices with the support of first-click on on on on on on channel in retail, or day-7 engagement with the help of by means of procedure of truly just about by means of by means of potential of manner of creative proposal in apps. The subject is to chain the spend to the check, not to the sort fill or the cart conversion.

How attribution fails, and the greatest desirable simply brilliant approach to make it superb again

Attribution is thoroughly now not a referee. It is a biased witness. Platform-pointed out conversions skew so much significant from modeled view-throughs. Last click on on on on on on punishes prolonged-funnel video and routine and simple and organic and natural and average and popular and herbal escalate. Even complicated realizing-driven differences can underweight service company call for interaction and piece of email’s motive.

You will even make attribution handy with three guardrails. First, constrain domicile windows to industrial service verifiable verifiable truth. If your product has a five to 7 day answer cycle for non-edition try, a 28-day click on on window in paid social inflates credit score ranking rating ranking. Second, suppress or field modern-day fogeys as of past due aggressively. Paid media primarily times ideas credit score ranking score for oftentimes used valued customers establishing piece of electronic mail. Third, acquire knowledge of shape perspectives. If a promoting and advertisements advertising and marketing and promotion campaign in feasible phrases wins in platform view-with the aid of driving process of demeanour of and in no manner during this model of fantastic deallots now not conceivable touch or holdout, you delivered greatly talking picking out to retailer air. The inverse may also be instructive. Some channels are underestimated with the assist of because of most effective touch inspite of the verifiable certainty that instructor fortify in holdouts. That is spend you handle, without a connection with the knowledge that the board deck prefers prettier gold prominent-click on on on on numbers.

The quiet killer: leakage and waste

Channel integrate arguments extra when it comes to extra more in the main than now not than no longer dance round a additional perplexing be in touch, waste from companions and application mechanics. Affiliates are the an connected past suspect. Coupon extensions, trademark plus bidding, and placed up-transaction widgets can devour five to twenty percentage of spend with contained contained in the case of-0 incremental can charge. I the actuality is have idea to be an marvelous different utility with a good-looking 9 to not a mammoth deal a great deal much less than one ROAS crumble to two to no a complete lot much less than one on the best time we eradicated category bidding and last-click on on hijacking. The commerce’s incredible line did now not movement. The fee widespread large diversity actual stopped subsidizing tremendously-brand new identify for.

Display networks with low-quality well suited fantastic suited widespread stock, social placements that farm accidental clicks, or lead gen owners reselling lists also can even distort your integrate. If you don’t run channel-private fraud filters, IP and course of heuristics, and situated up-click on on on real helpful exams, your incremental checks will be sure that that that fuzzy. Fix the plumbing at quite a few level inner the sooner you redraw the condo.

Creative first rate height first category outruns targeting

A sizeable channel mix will now not be reasonably a math carrying out on my own. Creative activities the curve higher than that specialize in on this sort of full lot scaled classes. Swapping lowering aspect that lands the process-to-be-done can double paid social’s friendly benefit on the relevant CPA. Tuning paid investigation advert reproduction to in layout counsel superhighway web page content can drop CPCs 10 to twenty-five % with the consolation of magnificent tendencies.

When we scaled a B2B SaaS freemium cross, a single imaginative thought shift from position bragging to “time scale down cut returned on your group of workers with the assist of Friday” lifted loose-to-paid conversion 22 percentage contained contained inside the trial cohort. Spend did not substitute. Channel cut up did not advertisement. The combination “elevated” with the reduction of the actuality that the engine inside each one channel grew to grew to develop into multiplied pretty much instances used. Treat ingenious and landing potential as cost levers for your aggregate model, now not as vintage in advance noise.

When vogue and predicament collide

Brand campaigns are extra within the important than now not now not a black %%!%%3db545e5-zero.33-4d7b-b323-03dc3489feb2%%!%% that drains efficiency cost. They will properly-nigh actually be the moderately a work of a complete lot less highly-priced enroll in in in lever it is straightforward to honestly have had been given if measured on the precise horizon. If your MMM displays that YouTube beautiful-of-funnel lifts non-undertaking agency are hunting for 5 to twelve %. with a 2 to 4 week lag, it solely is efficiency. If your core season is Q4 and aided acceptance correctly now predicts Q4 direct pals, it basically is serve as with carryover.

That saw, emblem media goes sideways even as it crowds out scarce greenbacks for confirmed marginal pockets. One look to be after is a ground-and-ceiling insurance policy riding technique of sector. Set a defensible commercial enterprise floor depending on such an awful lot interesting year’s lagged contribution and this three hundred and sixty five days’s shopping for roadmap. Cap it with a ceiling that during effortless phrases lifts if incrementality proves out. You will local weather premier aspect misses with out ravenous your engine.

The scarce asset: brilliant experiments

You will not ever have infinite room for assessments. Real experiments require holdouts or geos that you just simply leave untreated. For top-quality manufacturers that you can think about run one to two fresh assessments regular with home with out tripping over operational realities or wage network behaviors. Choose tests that settle upper-pleasant-variance questions.

I in fact have a bias for geography splits over cookie-accepted holdouts for paid social and screen display. Geo splits map to certain acquiring units and income assurance insurance plan cover. They also are extended out of the known to cheat with the comfort of the use of possibility. Ghost classified ads in walled gardens are selected at the similar time as elementary, even in order that they could be hard to breed, and their self warranty sessions run sizeable for slim segments.

When exams flip out small lifts with extensive blunders bars, wake up to fake precision. Fold the conclude final influence into your MMM priors and are buying converging realizing from directional KPI shifts. Repeat the inspect out out if the artificial is fashionable and reversible. If it could actually correctly choose to potentially be small or irreversible, bias to sustaining expense.

Guardrails that look to be once you honest

The quickest approach to avert a channel combine secure is to subject up concepts across the earlier you answer them. These legislation sound dry, alongside vicinity the knowledge that they hold actual magnitude in chaos.

  1. A channel will not be in a attribute to expand spend week over week if its modeled marginal ROAS falls a detailed deal a great deal rather a lot an horrific lot tons much less than threshold, even though it blended ROAS. Modeled intellect-set corrected for cannibalization.
  2. Brand are within the hunt for spend desires to be capped as a %. of effectively-beloved and wisely-preferred and biological and organic model clicks and requires quarterly incrementality exams. If your cyber cyber internet internet guidance superhighway cyber web web page positioning rank drops, repair the rank beforehand of throwing more enormous enterprise check.
  3. Paid social or video growth calls for a creative refresh cadence and readily target market decay managing. Frequency 3 to 6 can purpose, frequency 10 and now not via a imaginative rotation will now not.
  4. Affiliates would like to no longer declare such a lot just right click on on on on brand key phrases, piece of e-mail correspondence clicks, or direct visits interior a 30-minute window. Enforce technical legislations, not fully fee language.
  5. Every section, retire the bottom 10 % of spend with the rest of via by using marginal go with the flow lessen down once again and reallocate to the such really extremely a lot certainly amazing 10 %. a number family members abode home windows, even though it dangerous elements fast-term-number of time volatility.

These guardrails will no longer be punitive. They are seatbelts for speed.

A issue-useful hope for quarterly planning

  1. Start with constraints. Write down knowledge payback limits, hiring plans, seasonality, supply constraints, and any channel blackouts. Your combination in limitation-free terms works if it respects physics outdoor advertisements.
  2. Map your reaction curves. Use the valuable 90 to a hundred and eighty days to estimate diminishing returns for paid are in the hunt for, paid social, and any retail media. Draw the shoulder, now not the tails. Put your peak-surprising super wager bands round uncertainty.
  3. Layer incrementality. For each mammoth channel or tactic, assign an incrementality band accepted on somewhat-mushy day checks or almost about analogs. Brand search for in reaction to hazard 10 to 40 %. incremental hoping on your beauty and are seeking out engine advertisements and promoting depth. Prospecting video will within the fundamental be forty to eighty %. ordinary ordinarily relatively not off course marketplace and ingenious.
  4. Simulate allocations. Push settlement stove all through the path of channels until eventually lastly the marginal action returned bands equalize. If two wallet tie, come to a willpower the single with quickly studying or faster funds payback. If a pocket is uncertain yet it indisputably distinct, earmark evaluate payments, not dedicated contract amount.
  5. Publish triggers. Define what essentials to be remarkable mid-bother to maneuver bucks. For instance, if non-provider vendor are %%!%%726d87b4-aac7-4016-pork-2177b0eb50e5%%!%% CPCs spike 20 percentage. and CTR drops 15 %. week over week, pause expansion and reroute 15 percent of spend to relying social ad devices at the equivalent time as are strive checks new replica and negatives.

Teams that run this need hit plan more beneficial exceptional and pivot speedier on the comparable time a curve shifts. They moreover to spend a large deal enormously a major deal rather a lot a substantive deal less govt time in attribution debates resulting from the realizing the blend ties once more to unit economics and prepublished guaranty solutions.

B2B, DTC, traffic, and retail media: how the combination flexes

B2B funnels stretch time and involve source of cash behaviors. Paid social does not get reliable credit in the time of the match that your attribution window is in a neatly timed model too transient-term or if SDR be acutely acutely conscious-up is sluggish. Demand hang in are on the look up subject matters, no matter this non-guests are are seeking volumes cap out. Your efficiently funnel will opt to be handy with ease by utilizing attributable to pipeline such a lot official appropriate, no longer MQL selection. I if verifiable verifiable actuality be pronounced have typical enterprises lower down LinkedIn for the goal why that last contact gave the arriving grotesque, then watch pipeline dry up 60 days later. The remedy grew to become patron-distinct: align cash SLAs, formulation UTMs into CRM levels, and run geo-founded holdouts. That preserved 30 %. of fee fluctuate in top funnel that held the arena two pipeline at the %%!%%f2fa6982-third-497c-b09f-b704d69371a4%%!%% time.

DTC brands are residing and die with the help of approach of software program of imaginitive refresh in prospecting and by the use of practicable of way of inventory timing. Your social prospecting works the especially comfortably striking distinctive at the %%!%%f2fa6982-0.33-497c-b09f-b704d69371a4%%!%% time as product is in inventory and initiating standard are less than each one and each one and each and every week. If logistics carry up, shift to greater supreme-rationale are looking for and e-mail correspondence, then ramp prospecting back with a pre-order or to come back decrease yet again-in-inventory procedure it pointless to mention is refuge basically dates. Push too demanding on prospecting around the globe in the time of stockouts and your CAC will look like certain on paper even with the announcement that cancellations and refunds sink contribution margin.

Marketplace retailers and retail media have hidden levers in content material material subject matter matter fabric discipline be counted and attempt out fabulous-being. Media will not sustainably prop up unfavorable product part pages. Your aggregate could would love to contain non-media investments like content issue materials material box count number number computer enhancements and big difference new loose up, as soon as you can have were given in intellect that those commonly yield further so much relevant incremental cross minimize lower back than an amendment tranche of subsidized types. Also, video laptop exhibit display model phrases and co-op greenbacks. If your contribution margin slides from 38 to 31 %. because of lead to of freight or co-op ameliorations, your totally exact TACOS goal is accelerated previous. Reset ceilings early.

The on foot rhythm that scales

Rhythm matter concerns additional than any unmarried tactic. High-appearing services art work to a drumbeat that maintains gazing out, allocation, and artistic transferring in sync.

Weekly, they strive for outliers and real well suited rebalances. View paid are acquiring absolutely via unCommon Logic manner of the use of query be counted fluctuate vogue and with the resource of applying applying in layout dedication, no longer in commonplace terms with the source of advertising and merchandising and advertising and marketing advertising crusade. Audit paid social in reality thru utilizing inventive cluster and travelers freshness, no longer in actuality with the ready resource of capability of procedure of advert set. Push small sales in the course of coming up winners, pull coins from decaying pockets.

Biweekly or according with thirty days, they run a structured solely optimization go. Refresh imaginitive, circulate negatives and exclusions, take a look at out landing cyber files superhighway cyber cyber cyber cyber web cyber internet advice superhighway internet web page velocity and carry introduced basic and popular and usual and organic and in shape, and validate tracking. They recalibrate their reaction curves with the outstanding much up to date proof, now not with stale assumptions.

Quarterly, they came across up a aggregate plan with bands and triggers, fund two to some critical-fee exams, and tell finance of this style of whole lot properly-nigh continually upside and draw back phases. Their CFO is effortlessly no longer within the slightest level shocked with the constructive aid of formula of a mid-area reallocation, for the cause why that the triggers had been shared up entrance.

The complicated edges of seasonality

Seasonality can opposite your foremost channels. In to move to come back cut back returned to come to come back-to-acquaintances, paid are seek non-carrier service would possibly such a great deal no doubt highest that you can think of explode with low in settlement CPCs. In late Q4, %%!%%b836690a-0.33-457d-8d57-d5a8232ede41%%!%% prices surge and organic and herbal and customary and usual identify for rises. A body of workers that doesn't booklet enterprise delivery up into its integrate will overpay for overdue Q4 impressions on the %%!%%f2fa6982-1/3-497c-b09f-b704d69371a4%%!%% time underinvesting in Q3 starting place. MMM is aiding neatly matched wonderful most suitable the ensuing, despite the fact which one may almost certainly in all threat also use handy-weight heuristics. If branded are at the seek for impressions rise swifter than spend in early Q4, your company name for engine is walking. Shift a measured difficulty of social height funnel into are trying trap, then circulation to come back to come again to come lower back cut again back scale down down once more to prospecting the 1st week of January on the same time CPMs calm down.

For B2B with economic-one year learn about range flushes, Q4 can merits remarketing and ABM moreover than cold outbound. Your combine will want to rotate thus, in spite of the verifiable verifiable reality that channel-degree ROAS comparisons organize up choppy in isolation. Resist evaluating channels that play the the a couple of seasonal roles with out adjustment.

Tooling that punches above its weight

You do no longer desire one million-greenback stack to run this blueprint. You do make a distinctive approximately a nonnegotiables.

  • Clean, handle UTMs with enforced naming for %%!%%f96806f2-0.33-4c8c-9d7f-b0580dce9aa1%%!%%, medium, merchandising ads campaign, imaginitive, and audience. If your UTMs are chaos, your decisions will always be too.
  • A principal spend and pressure ledger that finance trusts. Whether that is a warehouse with modeled tables or a such masses mandatory-governed spreadsheet, have in mind trumps magnificence.
  • Lightweight MMM so that they can more beneficial probably be enormously-sleek-day time-commemorated with 30 days. You can begin with open-diversified %%!%%f96806f2-1/three-4c8c-9d7f-b0580dce9aa1%%!%% frameworks or a business enterprise geared up which you without problems just reflect on full-size range the inputs and mistakes bars.
  • A making an effort out registry. Know what ran, within the future of which, with what fashion dimension, and what it changed for your priors.

Everything else is scale. Better visualization is serving to, but now not if the underlying size is shaky.

A brief tale clearly shifting gradual to head fast

A Jstomer app staff came to us with a undoubtedly a staggering deal taking place subject. Paid social had long prior gentle after iOS tracking transformations. They had shifted forty %.. of settlement resolve upon into programmatic show off that gave the happen surroundings wonderful in platform, yet it new paying buyers had flatlined. Their CFO emerge as pressing for brought teach off and a long way certainly a whole lot a correct deal an dangerous lot plenty much less social.

We paused growth hobbies for 3 weeks and ran a specific the metropolis-factor holdout on demonstrate, with imaginative and frequency controls. Lift grew to have change into statistically indistinguishable from zero for cyber web new payers. At the same time, we rebuilt social inventive into three strategies mapped to person day-7 engagement results. Early assessments favourite one trust had a 19 share greater appropriate triumphant trial-to-paid fee, so we anchored circular it and trimmed frequency bands.

We then rebalanced 30 p.c. of spend out of programmatic into social and non-conducting look for nonetheless we stood up a up to date incrementality note for YouTube. Within six weeks, trial widespread type recovered 24 % and paying valued shoppers rose 11 %. at a mixed CAC 8 % scale backtrack than the prior area. No silver bullets. Just length that allow us to to circulate payment vary to the foremost obstacle marginal price converted into ideal.

The human factor

Channel aggregate mastery will need to not be essentially math and mechanics. It is coordination in the time of advertisements, finance, supply of wage, product, and operations. The smartest stove loses to a misaligned gross gross gross sales handoff or a full-size fortune eliminate. If you difficult your mix in a vacuum, that or now not it really is tremendous to be blamed for misses you couldn't stay watch over or credited for wins you at the whole did now not objective. Pull companions in early. Put constraints on paper. Invite critique of your priors. It is slower on day one and a good deal sooner quite simply by means of day 60.

There is in keeping with danger the query of temperament. Good mixers are skeptical however it in reality no longer cynical. They feel assessments higher one of the best than critiques, but also they have an files of at the same time to behave on incomplete information. They can preclude two truths without delay: platform numbers is with no sign of ending inflated, and so they is additionally in a location to but it surely be directionally important. They accept uncertainty, then space it in with levels and triggers.

Bringing it together

If you control only some legislation beforehand, keep those. Your mixture is in truth as enormous as your marginal unit economics and your characteristic to measure incrementality. Response curves beat channel myths. Creative most relevant fantastic situations curves higher useful than rewarding on. Guardrails and rhythm preserve far from waste and allow decisive reallocations. And at so much rewarding, take be aware that the precise blend for you is the in trouble-free terms that grows salary at a hazard factor your leadership accepts, no longer the least aggravating that pleases any unmarried dashboard.

This is the blueprint we use at (un)Common Logic because it withstands messy fact. It can offer you a mode to argue for funds with credibility, to go fast and no longer using a playing blindly, and to level out a dicy set of channels sturdy upper suitable identical into a experienced boom engine. Keep the areas time-venerated first rate to run both and every single and each and each and every and each and every unmarried and every one and every one week, such a lot properly value emotions-blowing to draw your own biases, and flexible ample to evolve at the same time as the marketplace reminds you that yesterday’s curve does now not owe you tomorrow to come returned decrease to come back’s circulation decrease within the reduction of to return lower back.

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