Product Change Monitor
This skill shows how one product — or a few of them — changed over a
period, by default the last week, on Mercado Livre (Brasil) or Shopee
Brasil, using JoomPulse market data. Given a product by a marketplace link, a
JoomPulse link, or a listing, item or catalog product identifier, it reports for
each product the current value and the change versus about a week ago for the
metrics that have real history (price, rating, review count), plus the current
snapshot for estimated sales and revenue, how long the listing has been on air,
and the seller and logistics attributes that marketplace actually has. The result
is a change table plus a downloadable spreadsheet; on Mercado Livre each row links
to its JoomPulse page, on Shopee each row links to the item on Shopee.
This is different from a single point-in-time analysis. To size up a product and
find the products that compete with it, use the single-product analysis skill. To
decide which new products to add across a whole catalog, use the gap-analysis
skill. This skill answers "how did this product move over time?" for a product
the user names.
Prerequisites
- JoomPulse MCP access is configured for the current agent environment.
- The user provides a marketplace — Mercado Livre (Brasil) or Shopee Brasil — and
one product (or a small set) as a marketplace link, a JoomPulse link, or a
listing, item or catalog product identifier.
- The available JoomPulse tools can look up a product's current market data and
its price and reviews history on either marketplace. The shape of that
history differs: on Mercado Livre it is a daily series, on Shopee a record per
change (see Step 2).
If JoomPulse MCP access is unavailable, stop and explain that the skill requires
JoomPulse MCP setup before it can monitor a product's changes.
Scope
- Mercado Livre (Brasil) and Shopee Brasil, one at a time. Other marketplaces
are out of scope.
- Sales and revenue are JoomPulse estimates — not real transactions. Disclose
this in every output. By contrast, price, rating, and review count are real
history from the marketplace — say so, it is a strength of the report. The
estimates are built differently on each marketplace: on Mercado Livre from
historical listing data, on Shopee from the marketplace's own rounded sold
counters refined with review movement. Use the matching disclaimer.
- Read-only. The skill does not sign in as the seller or modify any listing.
- Language: detect the seller's language and respond in it. Default to pt-BR.
- Keep the workflow invisible. The seller wants the answer, not a play-by-
play. If one approach does not return data, switch to another quietly; only if
every approach fails do you say one short, friendly sentence.
Shopee data — what differs from Mercado Livre
- Estimates come from Shopee's own rounded sold counters, refined with review
movement. Treat small gaps between items as noise and never rank on a difference
of a few units. Price, rating and review count are real.
- Coverage is not a census: only items with at least one lifetime sale are
tracked, so any count is a lower bound and an absent item is not evidence it does
not sell.
- History starts May 2026 — there is no long-run trend and no seasonal read.
- Category analytics stop at three levels; the item view reaches deeper. Say
which you used.
- No seller medals — Shopee has three mutually exclusive shop tiers: Official
store, Preferred (Indicado) and Common. There is no ladder; inventing
Shopee medals is fabrication.
- No catalogue and no buy-box, and an item belongs to one shop.
- No fulfilment programme, no free-shipping flag and no listing tier — show
—
rather than guessing.
- Concentration is measured differently and thresholds do not transfer between
marketplaces.
- Item titles mix Portuguese, English and Chinese — search both languages.
Workflow
Step 0 — Decide the marketplace
JoomPulse covers two separate marketplaces: Mercado Livre (Brasil) and Shopee
Brasil. They are independent datasets with different coverage, history and
mechanics. Decide which one the request belongs to before reading any data:
- The seller said so. "Shopee" means Shopee; "Mercado Livre", "MeLi" or "ML"
means Mercado Livre.
- An identifier gives it away. An identifier beginning
MLB is Mercado Livre;
a bare 10–11 digit number is a Shopee item or shop. A mercadolivre.com.br link
is Mercado Livre, a shopee.com.br link is Shopee. If an identifier is not found
on the marketplace you assumed, check the other one before telling the seller it
does not exist.
- The request only makes sense on one of them — buy-box, catalogue position,
seller medals, a fulfilment programme or search keywords are Mercado Livre only.
- Otherwise ask — one short question, mentioning that both are available.
Never guess and never default.
Never mix data from the two marketplaces in one query, one table or one total.
They are separate pipelines with different grains and estimate methods; a combined
figure is simply wrong. If the seller wants both, run the analysis twice and report
the two side by side, comparing direction and orders of magnitude — never exact
numbers.
Step 1 — Identify the product(s)
Resolve the input to one or more listings on the marketplace chosen in Step 0.
Mercado Livre:
- From a Mercado Livre link, a JoomPulse link, or a pasted identifier, determine
whether you have an individual listing or a catalog product.
- For a catalog product, expand it to the competing listings for that product,
pick the representative one (the strongest seller / buy-box winner) for the
row, and note the buy-box competition (how many sellers compete).
- Confirm the listing is active. If there is no market data for it, see Notes &
Guardrails.
Shopee:
- From a Shopee item link or a pasted item identifier, resolve the item
directly. Shopee is item-grain with no catalogue and no buy-box, so there
is nothing to expand, no representative listing to pick and no buy-box
competition to report — do not carry those steps over.
- There is no listing-status filter on Shopee — how recently the item was last
seen is what tells you whether it is still live, so check it and never monitor
a stale item as if it were live. If the item is not tracked, see Notes &
Guardrails.
On both marketplaces: a JoomPulse store link is a whole store, not one product —
ask for a specific product link or identifier (whole-store work belongs to the
gap-analysis skill). A link from any other marketplace cannot be resolved
directly — ask for a Mercado Livre, Shopee or JoomPulse link or identifier.
Step 2 — Collect current state and history, then compare
- Current snapshot (from JoomPulse):
- Mercado Livre: product name, category, seller, listing type, seller
medal, logistics (Mercado Envios Full / free shipping), how long the listing
has been on air, and the estimated weekly sales and revenue.
- Shopee: item name, category, shop, shop tier (Official store /
Preferred (Indicado) / Common), how long the item has been on air — computed
from the date the item was created — and the estimated sales and revenue.
Shopee also reports estimated sales week by week per item (weeks start
on Monday): use it, it is the cleanest weekly read this marketplace offers
and a genuine Shopee strength for this skill.
- Real price and reviews history (from JoomPulse): price, rating and review
count. The shape of that history is fundamentally different on the two
marketplaces:
- Mercado Livre: a daily series — pull roughly the last month, so a
baseline a week back is reachable.
- Shopee: a step function, not daily rows — a value is recorded only
when it changes, and it holds until the next record. History starts
May 2026, so the lookback window is shorter than a year; do not ask for
a year of trend.
- Compare current versus about a week ago. The current point is the
latest value in force on or before today; the baseline is the value in
force about seven days earlier. How you reach that baseline differs:
- Mercado Livre: the baseline is the observation about seven days back. If
there is no observation exactly seven days back, use the nearest earlier
observation within tolerance (roughly up to two weeks back in total) and
state which date was actually used — never silently substitute it. If no
comparable earlier observation exists within tolerance, show the current
value only and say the period comparison is not available for that metric.
Do not invent a baseline.
- Shopee: carry forward the most recent record dated on or before the
target day — that is the value that was in force then. Look back as far as
needed; there is no two-week tolerance and no giving up, because an absent
record means the value did not change, so the difference is 0, never
"unavailable". Silence is information here, so never report a Shopee metric
as uncomparable just because no record sits near the target day.
- Estimated sales and revenue are current-window figures — weekly on Mercado
Livre, and on Shopee the current week of the week-by-week series — so present
them as the current value; they carry no period-over-period difference.
Output
Respond in the seller's language. Present the result with no commentary about how
it was produced. Use plain markdown so it renders cleanly in any client.
Lead with a short line naming the marketplace that was monitored.
Change table (Mercado Livre) — one row per monitored product, with these
columns:
- Product / listing identifier
- Name
- Category
- Seller
- Price (current value, with the change folded into the cell — for example the
percentage change versus the baseline)
- Estimated sales (weekly)
- Estimated revenue (weekly)
- Rating (current value, with the real numeric difference versus the baseline
in the cell — for example
+0.2, -0.3, or 0 when unchanged)
- Reviews (current count, with the absolute growth versus the baseline in the
cell — for example
+832)
- Time on air
- Free shipping
- Mercado Envios Full
- Listing type
- Seller medal
- A JoomPulse link for the product
Change table (Shopee) — same shape, with the marketplace's own columns:
- Item identifier, linked to the item on Shopee — there is no JoomPulse
dashboard link for Shopee rows, so never invent one
- Name
- Category
- Shop
- Price, Rating and Reviews — current value with the change in the cell, exactly
as above. A metric with no record in the period changed by
0; never show it
as unavailable
- Estimated sales (current week, weeks starting Monday)
- Estimated revenue — label the window you actually show
- Time on air — computed from the date the item was created
- Shop tier — Official store / Preferred (Indicado) / Common
- Free shipping, Mercado Envios Full and listing type have no Shopee
equivalent: either drop these columns or show
— in them. Never map a shop
tier onto a seller medal
Do not put a delta symbol or "(Δ)" in any column header — it confuses sellers;
the change belongs inside the cell. Below the table, state the period actually
compared (for example "today versus seven days ago"). On Mercado Livre also
surface any baseline date that was not exactly the target, so the comparison is
transparent; on Shopee, when the carried-forward record is older than the target
day, give its date and say the value simply had not changed since. You may
translate the column headers into the seller's language.
Disclaimer (every report) — use the variant for the marketplace you queried.
Mercado Livre:
⚠️ Sales and revenue are JoomPulse estimates based on historical listing
data — they are not actual transactions. Price, rating, and reviews are
real Mercado Livre history. / Vendas e receita são estimativas do JoomPulse
com base no histórico de anúncios — não são transações reais. Preço,
classificação e avaliações são histórico real do Mercado Livre.
Shopee:
⚠️ Sales and revenue are JoomPulse estimates built from Shopee's own
rounded sold counters — they are not actual transactions, and small
movements are noise. Price, rating, and reviews are real Shopee history, and
that history starts in May 2026. / Vendas e receita são estimativas do
JoomPulse a partir dos contadores arredondados da própria Shopee — não são
transações reais, e variações pequenas são ruído. Preço, classificação e
avaliações são histórico real da Shopee, e esse histórico começa em maio de
2026.
Download — offer a downloadable spreadsheet (.xlsx plus .csv) of the
change table.
Notes & Guardrails
The seller should never see a system or stack error — only a friendly next step.
- Product not tracked in JoomPulse / no sales: JoomPulse tracks products that
have sales, so a product may not be tracked. Say so and offer to try a different
link or identifier; you cannot build a history for an untracked product. On
Shopee only items with at least one lifetime sale are tracked, so an untracked
item is not proof it does not exist. If an identifier is not found, check the
other marketplace before telling the seller it does not exist.
- New listing or too little history: if there is less than about a week of
data, show the current snapshot and explain that the period comparison is not
available yet; suggest re-running in a few days to start a trend. On Shopee,
first make sure you are not mistaking a step function for missing data — no
record simply means no change — and remember the history itself only starts in
May 2026, so an older baseline may be unreachable for that reason alone.
- Catalog product (Mercado Livre only): the daily history is per listing, so
resolve a catalog product to its listing(s) first; if several sellers compete,
monitor the representative listing and mention the buy-box competition. Shopee
has no catalogue and no buy-box, so none of this applies there.
- Unknown flags: when a logistics flag (such as Mercado Envios Full) is
unknown, show it as unknown — do not assume "no". On Shopee free shipping, the
fulfilment programme and the listing tier are always
—: that is an absent
attribute, not a missing value, and never a "Não".
- Market data temporarily unavailable: retry once quietly; if it is still
down, say market data is temporarily unavailable. Never paste internal error
text, HTTP codes, or field names to the seller.
- Never silently limit coverage — if you monitor only some of several
listings, say so.
1---2name: product-change-monitor3description: Monitors how one or a few products changed over a period — by default week over week — on JoomPulse: Mercado Livre (Brasil) or Shopee Brasil. Use when a seller tracks a named product over time, given a marketplace or JoomPulse link, or a listing, item or catalog identifier. Returns a change table: per product the current value plus the difference versus about a week ago for price, rating and review count, plus current estimated sales and revenue, time on air and the marketplace's own seller and logistics attributes. Triggers: "monitor this product", "track price changes", "what changed this week", "did the price drop"; pt-BR "monitorar este produto", "o preço caiu", "variação de avaliações", "monitorar este produto na Shopee", "acompanhar este item da Shopee". Ask which marketplace when unclear; never mix the two. Sales and revenue are JoomPulse estimates, not real transactions; price, rating and reviews are real. For a point-in-time product and competitor read, use the single-product analysis skill.4---56# Product Change Monitor78This skill shows how **one** product — or a few of them — **changed over a9period**, by default the last week, on **Mercado Livre (Brasil) or Shopee10Brasil**, using JoomPulse market data. Given a product by a marketplace link, a11JoomPulse link, or a listing, item or catalog product identifier, it reports for12each product the current value **and the change versus about a week ago** for the13metrics that have real history (price, rating, review count), plus the current14snapshot for estimated sales and revenue, how long the listing has been on air,15and the seller and logistics attributes that marketplace actually has. The result16is a change table plus a downloadable spreadsheet; on Mercado Livre each row links17to its JoomPulse page, on Shopee each row links to the item on Shopee.1819This is different from a single point-in-time analysis. To size up a product and20find the products that compete with it, use the single-product analysis skill. To21decide which new products to add across a whole catalog, use the gap-analysis22skill. This skill answers "how did this product move over time?" for a product23the user names.2425## Prerequisites2627- JoomPulse MCP access is configured for the current agent environment.28- The user provides a marketplace — Mercado Livre (Brasil) or Shopee Brasil — and29 one product (or a small set) as a marketplace link, a JoomPulse link, or a30 listing, item or catalog product identifier.31- The available JoomPulse tools can look up a product's current market data and32 its price and reviews history on **either** marketplace. The shape of that33 history differs: on Mercado Livre it is a daily series, on Shopee a record per34 change (see Step 2).3536If JoomPulse MCP access is unavailable, stop and explain that the skill requires37JoomPulse MCP setup before it can monitor a product's changes.3839## Scope4041- **Mercado Livre (Brasil) and Shopee Brasil**, one at a time. Other marketplaces42 are out of scope.43- **Sales and revenue are JoomPulse estimates** — not real transactions. Disclose44 this in every output. By contrast, **price, rating, and review count are real45 history** from the marketplace — say so, it is a strength of the report. The46 estimates are built differently on each marketplace: on Mercado Livre from47 historical listing data, on Shopee from the marketplace's own rounded sold48 counters refined with review movement. Use the matching disclaimer.49- **Read-only.** The skill does not sign in as the seller or modify any listing.50- **Language:** detect the seller's language and respond in it. Default to pt-BR.51- **Keep the workflow invisible.** The seller wants the answer, not a play-by-52 play. If one approach does not return data, switch to another quietly; only if53 every approach fails do you say one short, friendly sentence.5455**Shopee data — what differs from Mercado Livre**5657- **Estimates come from Shopee's own rounded sold counters**, refined with review58 movement. Treat small gaps between items as noise and never rank on a difference59 of a few units. Price, rating and review count are real.60- **Coverage is not a census**: only items with at least one lifetime sale are61 tracked, so any count is a lower bound and an absent item is not evidence it does62 not sell.63- **History starts May 2026** — there is no long-run trend and no seasonal read.64- **Category analytics stop at three levels**; the item view reaches deeper. Say65 which you used.66- **No seller medals** — Shopee has three mutually exclusive shop tiers: **Official67 store**, **Preferred (Indicado)** and **Common**. There is no ladder; inventing68 Shopee medals is fabrication.69- **No catalogue and no buy-box**, and an item belongs to one shop.70- **No fulfilment programme, no free-shipping flag and no listing tier** — show `—`71 rather than guessing.72- **Concentration is measured differently** and thresholds do not transfer between73 marketplaces.74- Item titles mix Portuguese, English and Chinese — search both languages.7576## Workflow7778### Step 0 — Decide the marketplace7980JoomPulse covers **two separate marketplaces**: Mercado Livre (Brasil) and Shopee81Brasil. They are independent datasets with different coverage, history and82mechanics. Decide which one the request belongs to **before reading any data**:8384- **The seller said so.** "Shopee" means Shopee; "Mercado Livre", "MeLi" or "ML"85 means Mercado Livre.86- **An identifier gives it away.** An identifier beginning `MLB` is Mercado Livre;87 a bare 10–11 digit number is a Shopee item or shop. A `mercadolivre.com.br` link88 is Mercado Livre, a `shopee.com.br` link is Shopee. If an identifier is not found89 on the marketplace you assumed, check the other one before telling the seller it90 does not exist.91- **The request only makes sense on one of them** — buy-box, catalogue position,92 seller medals, a fulfilment programme or search keywords are Mercado Livre only.93- **Otherwise ask** — one short question, mentioning that both are available.94 **Never guess and never default.**9596**Never mix data from the two marketplaces in one query, one table or one total.**97They are separate pipelines with different grains and estimate methods; a combined98figure is simply wrong. If the seller wants both, run the analysis twice and report99the two side by side, comparing direction and orders of magnitude — never exact100numbers.101102### Step 1 — Identify the product(s)103104Resolve the input to one or more listings on the marketplace chosen in Step 0.105106**Mercado Livre:**1071081. From a Mercado Livre link, a JoomPulse link, or a pasted identifier, determine109 whether you have an individual **listing** or a **catalog product**.1102. For a catalog product, expand it to the competing listings for that product,111 pick the representative one (the strongest seller / buy-box winner) for the112 row, and note the buy-box competition (how many sellers compete).1133. Confirm the listing is active. If there is no market data for it, see Notes &114 Guardrails.115116**Shopee:**1171181. From a Shopee item link or a pasted item identifier, resolve the **item**119 directly. Shopee is item-grain with **no catalogue and no buy-box**, so there120 is nothing to expand, no representative listing to pick and no buy-box121 competition to report — do not carry those steps over.1222. There is no listing-status filter on Shopee — how recently the item was last123 seen is what tells you whether it is still live, so check it and never monitor124 a stale item as if it were live. If the item is not tracked, see Notes &125 Guardrails.126127On both marketplaces: a JoomPulse store link is a whole store, not one product —128ask for a specific product link or identifier (whole-store work belongs to the129gap-analysis skill). A link from any other marketplace cannot be resolved130directly — ask for a Mercado Livre, Shopee or JoomPulse link or identifier.131132### Step 2 — Collect current state and history, then compare1331341. **Current snapshot** (from JoomPulse):135 - **Mercado Livre:** product name, category, seller, listing type, seller136 medal, logistics (Mercado Envios Full / free shipping), how long the listing137 has been on air, and the estimated **weekly** sales and revenue.138 - **Shopee:** item name, category, shop, shop tier (Official store /139 Preferred (Indicado) / Common), how long the item has been on air — computed140 from the date the item was created — and the estimated sales and revenue.141 Shopee also reports **estimated sales week by week per item** (weeks start142 on Monday): use it, it is the cleanest weekly read this marketplace offers143 and a genuine Shopee strength for this skill.1442. **Real price and reviews history** (from JoomPulse): price, rating and review145 count. The shape of that history is fundamentally different on the two146 marketplaces:147 - **Mercado Livre:** a **daily series** — pull roughly the last month, so a148 baseline a week back is reachable.149 - **Shopee:** a **step function, not daily rows** — a value is recorded only150 when it **changes**, and it holds until the next record. History starts151 **May 2026**, so the lookback window is shorter than a year; do not ask for152 a year of trend.1533. **Compare current versus about a week ago.** The **current point** is the154 latest value in force on or before today; the **baseline** is the value in155 force about seven days earlier. How you reach that baseline differs:156 - **Mercado Livre:** the baseline is the observation about seven days back. If157 there is no observation exactly seven days back, use the **nearest earlier158 observation within tolerance** (roughly up to two weeks back in total) and159 **state which date was actually used** — never silently substitute it. If no160 comparable earlier observation exists within tolerance, show the current161 value only and say the period comparison is not available for that metric.162 Do not invent a baseline.163 - **Shopee:** **carry forward** the most recent record dated on or before the164 target day — that is the value that was in force then. Look back **as far as165 needed**; there is no two-week tolerance and no giving up, because an absent166 record means the value **did not change**, so the difference is **0**, never167 "unavailable". Silence is information here, so never report a Shopee metric168 as uncomparable just because no record sits near the target day.1694. Estimated sales and revenue are **current-window** figures — weekly on Mercado170 Livre, and on Shopee the current week of the week-by-week series — so present171 them as the current value; they carry no period-over-period difference.172173## Output174175Respond in the seller's language. Present the result with no commentary about how176it was produced. Use plain markdown so it renders cleanly in any client.177178Lead with a short line naming the **marketplace** that was monitored.179180**Change table (Mercado Livre)** — one row per monitored product, with these181columns:182183- Product / listing identifier184- Name185- Category186- Seller187- Price (current value, with the change folded into the cell — for example the188 percentage change versus the baseline)189- Estimated sales (weekly)190- Estimated revenue (weekly)191- Rating (current value, with the **real numeric difference** versus the baseline192 in the cell — for example `+0.2`, `-0.3`, or `0` when unchanged)193- Reviews (current count, with the absolute growth versus the baseline in the194 cell — for example `+832`)195- Time on air196- Free shipping197- Mercado Envios Full198- Listing type199- Seller medal200- A JoomPulse link for the product201202**Change table (Shopee)** — same shape, with the marketplace's own columns:203204- Item identifier, linked to the item on Shopee — **there is no JoomPulse205 dashboard link for Shopee rows**, so never invent one206- Name207- Category208- Shop209- Price, Rating and Reviews — current value with the change in the cell, exactly210 as above. A metric with no record in the period changed by `0`; never show it211 as unavailable212- Estimated sales (current week, weeks starting Monday)213- Estimated revenue — label the window you actually show214- Time on air — computed from the date the item was created215- Shop tier — Official store / Preferred (Indicado) / Common216- Free shipping, Mercado Envios Full and listing type have **no Shopee217 equivalent**: either drop these columns or show `—` in them. Never map a shop218 tier onto a seller medal219220Do **not** put a delta symbol or "(Δ)" in any column header — it confuses sellers;221the change belongs inside the cell. Below the table, state the period actually222compared (for example "today versus seven days ago"). On Mercado Livre also223surface any baseline date that was not exactly the target, so the comparison is224transparent; on Shopee, when the carried-forward record is older than the target225day, give its date and say the value simply had not changed since. You may226translate the column headers into the seller's language.227228**Disclaimer (every report) — use the variant for the marketplace you queried.**229230Mercado Livre:231232> ⚠️ Sales and revenue are JoomPulse **estimates** based on historical listing233> data — they are **not** actual transactions. Price, rating, and reviews are234> real Mercado Livre history. / Vendas e receita são **estimativas** do JoomPulse235> com base no histórico de anúncios — **não são transações reais**. Preço,236> classificação e avaliações são histórico real do Mercado Livre.237238Shopee:239240> ⚠️ Sales and revenue are JoomPulse **estimates** built from Shopee's own241> rounded sold counters — they are **not** actual transactions, and small242> movements are noise. Price, rating, and reviews are real Shopee history, and243> that history starts in May 2026. / Vendas e receita são **estimativas** do244> JoomPulse a partir dos contadores arredondados da própria Shopee — **não são245> transações reais**, e variações pequenas são ruído. Preço, classificação e246> avaliações são histórico real da Shopee, e esse histórico começa em maio de247> 2026.248249**Download** — offer a downloadable spreadsheet (`.xlsx` plus `.csv`) of the250change table.251252## Notes & Guardrails253254The seller should never see a system or stack error — only a friendly next step.255256- **Product not tracked in JoomPulse / no sales:** JoomPulse tracks products that257 have sales, so a product may not be tracked. Say so and offer to try a different258 link or identifier; you cannot build a history for an untracked product. On259 Shopee only items with at least one lifetime sale are tracked, so an untracked260 item is not proof it does not exist. If an identifier is not found, check the261 other marketplace before telling the seller it does not exist.262- **New listing or too little history:** if there is less than about a week of263 data, show the current snapshot and explain that the period comparison is not264 available yet; suggest re-running in a few days to start a trend. On Shopee,265 first make sure you are not mistaking a step function for missing data — no266 record simply means no change — and remember the history itself only starts in267 May 2026, so an older baseline may be unreachable for that reason alone.268- **Catalog product (Mercado Livre only):** the daily history is per listing, so269 resolve a catalog product to its listing(s) first; if several sellers compete,270 monitor the representative listing and mention the buy-box competition. Shopee271 has no catalogue and no buy-box, so none of this applies there.272- **Unknown flags:** when a logistics flag (such as Mercado Envios Full) is273 unknown, show it as unknown — do not assume "no". On Shopee free shipping, the274 fulfilment programme and the listing tier are always `—`: that is an absent275 attribute, not a missing value, and never a "Não".276- **Market data temporarily unavailable:** retry once quietly; if it is still277 down, say market data is temporarily unavailable. Never paste internal error278 text, HTTP codes, or field names to the seller.279- **Never silently limit coverage** — if you monitor only some of several280 listings, say so.