Buy DEO if you need people to read supplier sheets and type them into Shopify or Magento at $6/hour; buy Anglera if you need attributes your schema doesn't have yet, cited to source, and re-enriched after go-live.
Both claim to enrich product data. This page is about where that claim stops.
DEO supplies a managed offshore team that keys, formats, and loads product data from the sources you hand over — digital catalogs, hard copy files, brochures, third-party sites — so the comparison turns on who decides what should be on the record before anyone keys it, and who notices when that answer changes.
Mine every spec from every source.
Every value traced to a document you can open. The catalog is only as honest as what it was built from.
Aim the catalog at the buyer who actually buys.
Grounded data still loses if it answers questions nobody asked. Alignment is what turns specs into conversion.
Product data is a practice, not a project.
Markets move, suppliers reissue, buyers change what they ask for. A catalog that is right in March is wrong by August unless something is watching.
Scored against public documentation. Grouped by the three acts — so you can see which ones Data Entry Outsourced (DEO) leaves on your desk.
Mines unstructured PDFs, scanned images, websites, catalogs, emails
PDFs, spec tables, drawings, manuals, images, sites
Fills gaps in existing fields; no new attribute proposals
Proposes fields your schema never had
Staff normalize attributes to client spec; no versioned vocabulary
Normalizes and governs allowed values, versioned
Product categorization plus marketplace-specific category mapping
Auto-classifies; channel and marketplace mapping
QA sign-off reports only; no value-level source lineage
Every value cites its source doc and page
No persona-tailored enrichment; one output per SKU
B2B specifier and B2C shopper enriched differently
Competitor monitoring delivered as research reports to humans
Reviews, search, competitor rails, social — fed back
SEO-optimized product titles and descriptions written by staff
Original copy per persona and channel
Cropping, background changes, color correction; no image generation
Generates studio-grade imagery for photoless SKUs
Ongoing FTE maintenance retainers, but human-triggered batches
Re-enriches on its own after go-live
Per-batch completeness checks; no catalog health trending
Scored against your standards; nothing publishes below bar
Uploads into Shopify, Magento, Amazon, Salesforce, SAP
Writes back to PIM, ERP, warehouse, commerce
Consumes platform APIs internally; no customer API, webhooks, MCP
API, webhooks, and MCP servers
Their offshore staff do the work end-to-end; people, not software
Anglera owns the work; review is a guardrail
“Buyer signals” is the emptiest phrase in this category, so here is the literal thing. Each of these is an observation from a live market, the gap it exposes, and the field that gets created as a result.
A batch of LED downlights bounces on ingest: the lighting taxonomy wants a dimming attribute, and the feed carries "Yes", "TRIAC", "0-10v", "dimmable w/ compatible dimmer" and blanks across SKUs from four suppliers.
Every value was keyed correctly from its own source sheet. With no governed field behind the column, four vendor dialects arrive as one unusable attribute.
Dimming ProtocolNon-dimmable · TRIAC (leading-edge) · ELV (trailing-edge) · 0-10V · DALI-2 · Phase + 0-10VA task chair vendor's revised brochure moves the BIFMA X5.1 rating into a footnote and drops the heavy-duty variant from 400 lb to 300 lb. The listing still reads "heavy duty, commercial grade" — that is what the last brochure said.
The number lives in prose inside a PDF, so it was never a field. When the PDF changed, nothing downstream was watching the sentence it lived in.
Weight Capacity (lb)Pounds, integer, as rated under BIFMA X5.1"Great bottle, doesn't fit my Tacoma cup holder" keeps recurring on a 32 oz insulated tumbler — and shows up again in the return notes behind it.
Capacity in ounces is on the record. The dimension that decides the purchase — how wide the base is — is not on the record anywhere, so no keying pass can find it.
Base Diameter (mm)Millimetres at the widest point of the base, one decimal placeDEO's stated SKU workflow is **Data Collection → Preprocessing Cleanup → Data Entry Execution → Quality Validation → Formatting & Integration → Delivery & Support**, with RPA and OCR assisting and multi-layer human review as the accuracy mechanism. Its product data entry process ends in ongoing updates, and its catalog line covers catalog data entry and maintenance — so the work is not scoped to stop at go-live. What gets keyed against is the point. DEO describes source data as arriving from digital catalogs, hard copy files, brochures, or third-party websites. The spec — which attributes an LED downlight owes, which values are legal in the dimming field — travels with the customer. When a supplier reissues a brochure and moves a BIFMA rating into a footnote, nothing in the source sheet announces that the field moved. Anglera works on that layer, alongside the PIM that stores it.
Values are normalized into a governed, versioned set of allowed values — so a filter works, and keeps working after the next import.
3/4 in0.75"3/4"19mm3/4 inchDN200.75 in (DN20)Six suppliers, six spellings, one physical size. Filters only work once they agree.
BlkblackBLACK MATTEMatte BlkRAL 9005Black — MatteFree text makes a colour filter useless. A governed value makes it a facet.
SS316316 StainlessStainless Steel 316A4 StainlessStainless Steel — 316 / A4Same alloy, four vocabularies, plus a trade name. Buyers search all of them.
Filling the fields you defined has an invisible ceiling: a catalog can hit 100% complete and still miss the attribute that loses the sale, because completeness is measured against a schema someone drew years ago. Schema Foundry reads competitor listings, buyer searches, review complaints and your supplier docs, and proposes the fields you never defined — which is where Data Entry Outsourced (DEO) stops.
How Schema Foundry works
Data Entry Outsourced (DEO) is an offshore BPO with 20+ years of experience providing manual product data entry, catalog building, and basic enrichment services for ecommerce businesses across retail, fashion, healthcare, and other verticals. Human operators transcribe, categorize, and format product information across platforms like Magento, Shopify, Amazon, and WooCommerce.
Pricing: Starts at ~$6/hour for catalog and data entry work; custom quotes for larger projects.
Data Entry Outsourced (DEO) websiteTeams with a fixed, known schema and budget for hourly labor: DEO staff transcribe supplier docs, map marketplace categories, write SEO copy, and upload to Shopify, Magento, Amazon, SAP.
We'd rather tell you here than in month three of an implementation.
Capability verdicts reviewed against Data Entry Outsourced (DEO)'s public documentation on July 14, 2026. Vendors ship quickly — if something here is out of date, tell us and we'll correct it.
Bring one category and your supplier files. In 30 minutes you'll see it enriched — complete, structured, and consistent enough to launch on — plus the attributes your schema didn't have yet.
Book a demo