What Metrics Actually Matter for an Indonesian Retail SME?

The default retail dashboard tracks 30+ metrics. Two are useful, twelve are vanity, and the rest could be looked up monthly without anyone noticing. Tracking everything is a way to track nothing.

For an Indonesian retail SME — say, Rp 2–30 miliar in annual revenue, mix of marketplace and direct channels — these are the metrics that actually drive decisions. The rest can wait or live in a quarterly review.

The eight that earn their place

1. Daily revenue and order count, by channel

Revenue alone hides too much. Revenue plus order count, split by Tokopedia / Shopee / Lazada / direct, tells you whether yesterday was a price story (revenue moved, order count flat) or a volume story (both moved together). Different stories need different responses.

2. Contribution margin per SKU

Not gross margin. Contribution margin — revenue minus all variable costs (cost of goods, marketplace fees, payment fees, shipping subsidies, returns rate). Most SMEs have 5–15 SKUs that look profitable on gross margin and lose money on contribution margin. You can’t tell which until you compute this.

This single metric routinely changes which products a business pushes harder, sometimes inverting the assortment strategy.

3. Returns rate by SKU and channel

Returns are a quiet money pit in Indonesian retail. Marketplace platforms make returns frictionless for buyers, which is great for them and bad for you. Tracking returns per SKU per channel surfaces the products that look like they’re selling but are actually circulating — and the channels where the customer base abuses returns.

4. Repeat purchase rate at 30/60/90 days

A first purchase is acquisition spend. The second purchase is when the unit economics flip from negative to positive. Repeat rate at 30/60/90 days tells you whether your customers are coming back at all, and on what timeline.

If your 30-day repeat rate is under 8% and your 90-day is under 20%, you’re running a one-shot business no matter how the topline looks.

5. Customer acquisition cost (CAC) by channel

Total ad and promotional spend on a channel, divided by new customers acquired through it that month. Has to be calculated per channel — Tokopedia ads have different CAC than Shopee ads than Meta ads — and compared to first-purchase contribution margin.

If CAC is bigger than first-purchase contribution, you need that customer to come back at least once for the channel to make sense. See #4.

6. Inventory turnover by category

How many times per year does each category sell through. Slow-turning categories are tying up cash. Fast-turning categories might be under-stocked.

For Indonesian retail, this is especially important because import lead times can be long — running out of stock on a fast-turning SKU often costs more than the carrying cost on a slow one.

7. Average days to ship

From order placed to package handed to courier. The number that quietly determines your marketplace ranking and your repeat rate. Most SMEs underestimate how much this matters; marketplace algorithms reward fast shippers, and customers remember slow ones.

Track this per channel and per SKU. SKUs that ship slowly often share a warehouse problem you can solve once.

8. Cash position relative to next 30 days of obligations

Not strictly retail-specific, but more important than people admit. Indonesian retailers carry inventory, pay suppliers ahead of marketplace payouts, and run on tight cash cycles. The metric that matters: cash on hand minus next 30 days of definite obligations.

When this number is small, every other metric becomes secondary.

What to ignore (or de-prioritise)

These commonly show up on dashboards and earn their keep less than they look:

• Total visitors / sessions. Vanity until you’ve correlated them with conversion. Most SMEs can’t, so the number just bounces around.
• Average order value (AOV). Easy to compute, hard to act on. Goes up when you push a high-priced SKU, goes down when you run a promotion. So what?
• Conversion rate as a single number. Useful only when split by channel and traffic source. The aggregate is misleading.
• Net Promoter Score (NPS). Important to measure occasionally, useless to track on a daily dashboard. Move it to quarterly.
• Social media follower count. Effectively zero relationship with revenue for most retail SMEs.

How to actually run this

A working pattern we recommend:

• Daily check (5 minutes): revenue, orders, returns, ship times. Anything anomalous gets attention; everything else gets noted and moved on.
• Weekly review (45 minutes): contribution margin shifts, channel CAC trends, inventory turnover red flags, cash runway.
• Monthly review (2 hours): SKU-level deep dive, repeat rate cohort analysis, channel-mix decisions.
• Quarterly review (half a day): NPS, brand health, strategic bets.

Most teams that adopt this rhythm notice they’re spending less time on data, not more — because the dashboard absorbed all the daily checking that used to happen in spreadsheets.

If you’re trying to figure out which of these your business should be tracking — or you’re tracking 30 things and want to know which to keep — an hour of conversation usually clarifies it. We do those at no cost.