This release is a pre-release and may not be stable for production use.
🚀 SnapAdmin
Write your data model once. Get the admin panel, the REST API, the GraphQL endpoint and the search index — automatically.
📚 Documentation · 📦 Django Packages · 📝 Changelog · 🔒 Security · 🧭 llms.txt
Start where you are
| You are | Read this | Time |
|---|---|---|
| Deciding whether to adopt it — CTO, tech lead, architect | Why this exists → Proof it holds up → Enterprise checklist | ~3 min |
| Shipping something today — developer, intern, new joiner | 60-second try → Your first model → Cheat sheet | ~5 min |
| Already using it | Changelog · Upgrade guides · All settings | — |
Why this exists
Every internal tool needs the same four things: a screen where staff manage the data, an API for the mobile app, an API for the frontend team, and a search box. Today each one is written and maintained separately — four descriptions of the same data, four places to update when a field changes, four chances to leak a field you meant to keep private.
SnapAdmin generates all four from one description.
In one sentence for a decision maker: it turns weeks of internal-tool plumbing into a declaration your developers write once, and keeps the admin panel, the APIs and the search in sync automatically — so a field is defined in exactly one place.
| Without | With SnapAdmin | |
|---|---|---|
| Admin panel | you write it | generated |
| REST API + Swagger docs | you write it | generated |
| GraphQL | you write it | generated |
| Search index | you write it | generated |
| Audit trail, GDPR retention, PII masking, backups | you write it (or you don't) | built in |
| Field defined in | 4 places | 1 place |
What that buys you, concretely. The admin screen your ops team asks for on Friday is a keyword argument, not a sprint. A new field reaches the API, the search index and the audit log the moment it reaches the model — there is no second ticket, and no "we forgot to add it to the serializer" incident. And the fields you don't want exposed are excluded once, in the model, rather than re-excluded in every surface by whoever writes it next.
What it is not. It is not a theme, not a framework, and not a lock-in. Underneath it is ordinary
Django — models, ModelAdmin, DRF viewsets. Override any generated piece, or stop using it, without
rewriting your data layer. Your hand-written ModelAdmin classes are never replaced: SnapAdmin
skips any model you registered yourself.
How is this different from Unfold, Jazzmin or Grappelli?
Those are themes. They restyle the admin you already wrote — you still write the ModelAdmin,
the list_display, the search_fields, and they make it look modern.
SnapAdmin generates that admin from your field declarations, and generates the REST API, the GraphQL schema and the search mapping from the same ones. It is not a competing theme — it sits a layer above, and it uses Unfold as its optional theme.
| Themes | SnapAdmin | |
|---|---|---|
| Admin look | ✅ their whole point | Unfold's, via the [theme] extra |
Who writes the ModelAdmin |
you | generated |
| REST API + Swagger | — | generated |
| GraphQL | — | generated |
| Elasticsearch | — | generated |
| Audit, GDPR, backups, health | — | built in |
If you only want a better-looking admin, use a theme — it is less machinery. SnapAdmin earns its place when the same models must also be an API, a search index and an auditable system of record.
Proof it holds up
Adoption risk is the real question, so every answer below is something you can verify yourself rather than take on trust.
| Question | Evidence |
|---|---|
| Is it tested? | 5,000+ tests across 153 files and 100% line coverage on the shipped package (11,000+ statements), enforced in CI — the build fails below 100% |
| On our Python and Django? | Every push runs the full matrix: Python 3.10–3.13 × Django 5.2 / 6.0 |
| Against a real database, or only SQLite? | A separate CI job runs the whole suite against PostgreSQL 16, and a marker-gated suite against a live Elasticsearch 8.13.0 — the same image the demo ships. A mocked client cannot reject a malformed query; a real cluster does |
| Do the tests lean on each other? | Every run is in random order (pytest-randomly), locally and in CI, so a test that depends on another having run first fails instead of passing quietly |
| Will an upgrade break us? | 340+ tests exist only to fail if a public name, signature or default changes — a breaking change cannot ship by accident |
| Are the docs actually true? | 140+ tests assert that the README, the docs site and the in-package module map describe the code that really ships |
| Does the whole pipeline still connect? | An end-to-end smoke test posts the real admin form, then proves the REST API serves that same row and the audit trail recorded it |
Is snapadmin-info telling the truth? |
220+ tests cover the diagnostics report; every capability probe is tested both switched on and off, so the readiness audit cannot report a false green |
| Can we ship it commercially? | MIT. The base install carries only permissive licences (MIT/BSD/Apache); anything copyleft is an opt-in extra. snapadmin-license-check audits what you actually installed |
→ The full quality story, with the names of the test files, so a reviewer can read them.
For teams and enterprise
The questions a tech lead or a manager asks before approving a dependency:
| Question | Answer |
|---|---|
| Can we use it commercially? | Yes. MIT, and the base install carries only permissive licences (MIT/BSD/Apache). Anything copyleft is an opt-in extra, never installed by default |
| How do we prove that? | snapadmin-license-check audits what you actually installed and returns a verdict. Full inventory in THIRD_PARTY_NOTICES.md |
| Who changed that record? | An immutable audit trail with per-field old → new diffs and a per-object timeline |
| GDPR / data retention? | Declare data_retention_days per model — or data_retention_date_field when each row carries its own expiry date (+ data_retention_files to take uploaded files with the row); the same purge also covers the audit log and, if you opt in, finished export/reindex job files. Full purge table |
| A subject requests everything about them? | manage.py snapadmin_subject_request export|delete walks every model's declared subject_path — unmasked export (optionally AGE-encrypted), or a dry-run-by-default deletion that refuses up front if a protected relation would block it. Details |
| Personal data in the API? | PII masking — declare a field sensitive once and it is masked in the admin, REST, GraphQL, exports and the audit diff. Per-field rules can unlock one field for one permission |
| Only HR should see salary? | api_field_permissions gates a field's very presence, per Django permission — absent from a response for anyone lacking it, an explicit 400 naming the field on a denied write, orthogonal to masking (which only controls display) |
| Multi-tenant SaaS? | Row-level tenant isolation — opt a model in with tenant_scoped = True plus a tenant column, and every generated surface (admin, REST, GraphQL, Elasticsearch routing, exports, imports, the offline cache) becomes unreachable without a bound tenant: default-deny, not opt-out. Logical isolation, not physical — the limitation is documented as plainly as the feature |
| Is it tested? | 100% line coverage on the shipped package, enforced in CI, across 5,000+ tests in random order. The matrix runs Python 3.10–3.13 × Django 5.2/6.0 on every push, and a further job runs the same suite against a real PostgreSQL and a live Elasticsearch. What those tests cover, and what is not covered yet |
| Will it break on upgrade? | A written API-stability policy, covered by semantic versioning as of 1.0: deprecations warn before removal and name their replacement — and a contract suite fails the build if a public name changes |
| Will it survive our load? | Read-replica routing, estimated counts, paging caps, streaming exports, and a reusable quota primitive (snapadmin.limits.reserve()) for per-tenant windows, concurrency caps and outbound-call cooldowns. Enterprise config |
| Single sign-on? | SSO / OAuth2 login helper; auth is pluggable — JWT, session, or your own |
| How do we know it is up? | Health probes, error-spike alerts and daily digests to email, Slack, Discord, Teams or Telegram. snapadmin-info --health-check exits non-zero for your monitoring |
| Backups? | 3-2-1 database backups — local, network share, offsite over FTPS/SFTP/S3-compatible (AWS, MinIO, Backblaze B2, Hetzner Object Storage, Wasabi — Storage Box is SFTP, not S3), optionally AGE-encrypted in-stream so a compromised destination never sees plaintext — and manage.py check warns (snapadmin.W021) if you ship off-host without it. SFTP takes an explicit SNAPADMIN_BACKUP_SFTP_KNOWN_HOSTS so host-key verification does not depend on which user's HOME the process happens to have. SNAPADMIN_BACKUP_INCLUDE optionally bundles media and an encrypted .env alongside the database, with a checksummed manifest and a restore command — dry-run by default, with an automatic pre-restore snapshot and a matching rollback command |
| Are we locked in? | No. It is ordinary Django underneath — models, ModelAdmin, DRF viewsets. Override any piece, or stop using the generated ones. Your models need not even inherit from ours: @snap_model opts a plain models.Model in from the outside |
| Outgrowing one database? | Declarative sharding and read-replica routing — any number of shards/replicas from one settings dict, opt-in per model, with automatic failover. Details |
| What is coming next? | Whatever lands next follows the rule everything here follows: additive, opt-in and completely inert until you configure it — an install that ignores a new feature is byte-for-byte unaffected, with no new setting required and no migration from the package itself. Changelog for what has actually shipped |
How fast is it?
There are no published benchmark numbers, so this README will not quote any. What ships instead is the means to measure it on your own hardware and data:
python demo/manage.py seed_large # 100,000 customers and orders
python demo/manage.py benchmark_list_view # query count + wall time
What is designed in rather than measured is documented under
large-dataset tuning: automatic
list_select_related (no admin N+1), estimated counts instead of COUNT(*) on large tables, paging
caps, and streaming exports that hold memory flat regardless of result size.
Database sharding and replica routing
Outgrowing a single PostgreSQL or MySQL instance today usually means hand-rolling Django
DATABASES and DATABASE_ROUTERS. SNAPADMIN_SHARDING replaces that with one settings dict, at
two levels of effort — and is completely inert until you set ENABLED: True: no new
DATABASES entry, no extra router, no query overhead for an install that ignores it.
# settings.py — the simple path: a flat list of DSNs, sliced automatically
SNAPADMIN_SHARDING = {
"ENABLED": True,
"SHARDING_ENABLED": True, # partition data across shards
"MIRRORING_ENABLED": True, # give each shard read replicas
"REPLICAS_PER_SHARD": 1,
"DATABASES": [
"postgres://user:pass@s1-primary:5432/db", "postgres://user:pass@s1-replica:5432/db",
"postgres://user:pass@s2-primary:5432/db", "postgres://user:pass@s2-replica:5432/db",
],
}
Or name every shard's primary/replicas explicitly (SHARDS = {"shard_1": {"PRIMARY": ..., "REPLICAS": [...]}})
for full manual control, with STRATEGY picking how a row's shard is resolved — modulo, hash,
range, or your own CUSTOM_ROUTER_FUNC.
A model opts in with shard_key — a field name, or True for the project-wide default — mirroring
exactly how tenant_scoped opts a model into multi-tenancy above, so nothing (including Django's
own auth/sessions/admin tables) is ever routed across shards without asking:
class Order(SnapModel):
shard_key = "customer_id"
snap_master_only() / snap_target(shard="shard_2", replica=True) force routing for one block of
code — both work as a context manager or a decorator, on a plain function or an async def one
alike. manage.py snap_migrate migrates every shard's primary only (sequentially, or all at
once with --parallel), and manage.py snapadmin_db_backup backs up every shard's primary too —
neither command ever touches a replica. HA_SETTINGS controls failover (promote a live replica to
serve writes when the primary is down) and fallback (read from the primary once every replica is
down, or refuse outright if you'd rather protect the primary from that traffic). Full reference:
Database sharding.
Encrypted model fields
PII masking hides a value at render time and encrypted backups protect the whole artefact. Neither
protects the column: a stolen dump, a rogue read-replica or an over-broad SELECT still sees
everything. SnapEncrypted*Field closes that — ciphertext at rest, the ordinary Python value in
your code, and nothing above the field changes:
from snapadmin import fields as snap, models as snap_models
class Patient(snap_models.SnapModel):
name = snap.SnapCharField(max_length=200, searchable=True)
ssn = snap.SnapEncryptedCharField(max_length=32, show_in_list=False)
email = snap.SnapEncryptedEmailField(blind_index=True) # still findable by value
Patient.objects.create(name="A. Wiese", ssn="123-45-6789")
# the ssn column now holds: snap1.2026-09.<nonce>.<ciphertext>
Patient.objects.get(email="a@example.org").ssn # → "123-45-6789"
Eight types — Char, Text, Email, JSON, Integer, Decimal, Date, DateTime — each its
plain counterpart plus encryption, keeping its own form widget, validation and Python type.
AES-256-GCM behind the optional [encryption] extra, a fresh random nonce on every write, and each
value bound to its own app.model.field so a ciphertext copied into another column fails to
decrypt instead of quietly relocating a secret. Keys come from a KMS/Vault provider, a mounted
secret, the environment or settings — never SECRET_KEY, which a startup check refuses outright —
and rotation is prepending one key: every ciphertext records the id that opens it.
What it costs, stated up front. The database cannot compare, order or index a column it cannot
read. icontains, gt, startswith and ORDER BY are impossible, and each raises a FieldError
naming the field rather than returning an empty queryset — encrypted data silently becoming
invisible data is the failure that matters here. blind_index=True buys back __exact / __in
and unique=True through an HMAC sibling column, at the documented cost that equality becomes
observable to anyone who can read that column: fine for an email address, wrong for a national ID.
Encrypted values are excluded from Elasticsearch, redacted in the audit trail, masked by default in
REST/GraphQL/exports/the changelist through the existing PII permission model, and emitted as
ciphertext by dumpdata. manage.py snapadmin_encrypt_fields adopts an existing plaintext column,
rotates rows onto a new key and rebuilds blind indexes — batched, resumable, and writing nothing
without --apply. Full reference:
Field encryption.
Getting started
Try it — 60 seconds, no setup
pip install django-snapadmin
snapadmin-new myshop
cd myshop
python manage.py migrate
python manage.py createsuperuser
python manage.py runserver
Open http://127.0.0.1:8000/admin/. The admin, the REST API (/api/docs/) and GraphQL
(/api/graphql/) are already running against a working example model. SQLite, no Docker, nothing to
edit by hand.
Just want to look around first? snapadmin-demo downloads a fully-loaded demo — search, audit
trail, background jobs, the works. Log in at /admin/ with admin / admin.
Your first model — 3 steps
You add keyword arguments to your fields. They describe how the field should behave, and they add no database migration.
1. Declare the model.
# models.py
from snapadmin import fields as snap, models as snap_models
class Product(snap_models.SnapModel):
name = snap.SnapCharField(max_length=200, searchable=True, show_in_form=True)
price = snap.SnapDecimalField(max_digits=10, decimal_places=2, filterable=True, show_in_form=True)
available = snap.SnapBooleanField(default=True, filterable=True, show_in_form=True)
api_write_fields = ["name", "price", "available"] # what an API client may set
2. Turn on the surfaces you want.
# settings.py
SNAPADMIN_REST_API_ENABLED = True # off by default — you opt in
SNAPADMIN_GRAPHQL_ENABLED = True # same
SNAPADMIN_SWAGGER_ENABLED = True
3. Register every model — one line.
# admin.py
from snapadmin.models import SnapModel
SnapModel.register_all_admins()
That is the whole setup. You now have:
| URL | What is there |
|---|---|
/admin/ |
List with a search box on name, sidebar filters on price and available, add/edit forms, change history |
/api/models/shop/Product/ |
REST create · read · update · delete, with filters, pagination and token auth |
/api/docs/ |
Swagger UI + ReDoc |
/api/graphql/ |
GraphQL schema, permission-checked |
/dashboard/ |
Row counts, service health, scheduled jobs |
┌────────────────────────────────────────────────────────────┐
│ SnapAdmin 🔍 Search... admin ▾│
├──────────────┬─────────────────────────────────────────────┤
│ SHOP │ Products + Add │
│ Categories │ ┌──────────────────────────────────────────┐│
│ Products │ │ Name Price In Stock Category ││
│ Customers │ │ Premium Laptop $249 ● Active Audio ││
│ Orders │ │ Ergonomic Mouse $89 ● Active Access. ││
│ SYSTEM │ │ USB-C Hub $49 ○ Out Electr. ││
│ Dashboard │ └──────────────────────────────────────────┘│
└──────────────┴─────────────────────────────────────────────┘
The cheat sheet — the kwargs you'll actually use
Six keyword arguments cover most of what a new joiner needs on day one. None of them touch the database, so you can change your mind without a migration.
| Kwarg | Default | What it does |
|---|---|---|
show_in_list=True |
True |
Field appears as a column on the admin list |
show_in_form=True |
False |
Field appears on the add/edit form. Set it — an unset model gets an empty form (snapadmin.W015 warns you at startup) |
searchable=True |
False |
Adds the field to the admin search box and the REST ?search= filter. It does not build the Elasticsearch mapping — that is es_mapping / es_auto_mapping on the model |
filterable=True |
False |
Adds a sidebar filter in the admin and a ?field=… query filter in the API |
required=True |
False |
null=False, blank=False. The one kwarg that does change the column — set it instead of Django's two, so the database and the search index agree |
updatable=False |
True |
Write-once: the value can be set on create but never changed |
On the model itself:
| Attribute | What it does |
|---|---|
api_write_fields = [...] |
The allowlist of fields an API client may set |
api_exclude_fields = [...] |
Fields that never leave the server, on any surface |
data_retention_days = 365 |
The GDPR purge deletes rows older than this |
data_retention_date_field = "delete_at" |
A per-row deadline instead of a model-wide age: each row expires on the date it carries. Combines with data_retention_days, which becomes the fallback for rows whose date is NULL |
es_storage_mode = EsStorageMode.DUAL |
Mirror rows to Elasticsearch. Pair it with es_mapping or es_auto_mapping = True — a mirror with neither would index ids only, so snapadmin.E026 refuses it |
tenant_scoped = True |
Row-level isolation: unreachable without a bound tenant |
More kwargs — tab / row layout, autocomplete, wysiwyg, upload validation — in
the field reference. There are 30+ field
types, from SnapCharField to SnapPhoneField, SnapColorField and SnapStatusBadgeField.
Already have models you cannot rewrite?
Subclassing SnapModel is the full route, and it is the natural choice for a new model. If your
model layer already exists — a brownfield schema, a base class from a third-party package, fields
from django-money or phonenumber_field — opt in from the outside instead. @snap_model adds no
field and no attribute, so it needs no migration:
from django.db import models
from snapadmin import snap_model
@snap_model(
api_write_fields=["name", "price"], # what an API client may set
api_exclude_fields=["cost_price"], # never leaves the server
search_fields=["name"], # what ?search= matches on
)
class Product(models.Model):
name = models.CharField(max_length=200)
price = models.DecimalField(max_digits=10, decimal_places=2)
cost_price = models.DecimalField(max_digits=10, decimal_places=2)
You get the REST API, the GraphQL schema, the offline endpoints, the system checks and the
snapadmin-info inventory. You do not get the parts that need SnapModel's machinery —
Elasticsearch mirroring, the retention purge, the generated admin — and those sweeps skip the model
rather than half-work. The full comparison
table says exactly which is which.
Just one field? Use snap_field()
Need this for one field rather than a whole model — a single django-money or phonenumber_field
column on an otherwise ordinary model? snap_field() is the same idea at field scope:
from django.db import models
from snapadmin.fields import snap_field
class Product(models.Model):
name = snap_field(models.CharField(max_length=255), searchable=True, filterable=True)
It sets the same attributes a Snap*Field sets on itself, on a field instance you already have —
every reader treats the result identically, and it adds no migration either.
You never have to convert a whole model at once, either — a SnapModel is a normal Django model, so
bare fields, snap_field()-wrapped fields and Snap*Fields freely mix in the same class body; only
the fields that need Snap behaviour get it. Worked example.
→ Field types ·
SnapModel reference ·
@snap_model for plain models ·
snap_field() for one field ·
Mixing Snap & plain fields
The commands
| Command | Use it when |
|---|---|
snapadmin-new myshop |
Starting a new project. Generates one you keep. --full adds Docker, PostgreSQL, Redis, Elasticsearch |
snapadmin-demo |
You want to see it first. Downloads and serves a throwaway demo |
snapadmin-init |
Adding it to a project you already have. Read-only — prints what is missing and the exact code to paste. Never edits your files |
snapadmin-info |
Is everything configured and healthy? Versions, database, search, queues, plus a ✓/✗ feature checklist |
snapadmin-license-check |
Can we ship this commercially? Every dependency's licence, with a verdict |
More flags, and the scheduled-job commands
snapadmin-new myshop --app-name storefront # name the example app yourself
snapadmin-new myshop --full # + Dockerfile, compose, Postgres/Redis/ES
snapadmin-init --api --graphql # also check the REST / GraphQL config
snapadmin-info --section features # just the ✓/✗ capability checklist
snapadmin-info --health-check # probes only; non-zero exit if one fails
snapadmin-info --json # the same report for CI / monitoring
snapadmin-license-check --critical-only # only what blocks commercial use
snapadmin-info and snapadmin-license-check inspect a live project, so run them from inside one.
Every spelling works — snapadmin-info ≡ python manage.py snapadmin_info.
Opt-in background commands, none of which run on their own: snapadmin_reindex,
snapadmin_import, snapadmin_health_alert, snapadmin_db_backup, snapadmin_send_error_digest,
snapadmin_purge_expired_data, snapadmin_audit_export, snapadmin_encryption_key
(generates a field-encryption key and prints it once) and snapadmin_encrypt_fields
(--adopt an existing plaintext column, --rotate rows onto a new key, --reindex blind-index
columns — reports only unless given --apply); see
Field encryption.
⏱ Nothing runs on a schedule by itself. SnapAdmin ships no daemon — backups, digests and the data purge need a Celery Beat entry or a cron line. → Background tasks & scheduling
Is your integration actually correct?
A runnable checklist — every row names the command that proves it, not just the thing to remember.
snapadmin-init prints this itself, with a ✅/❌/⚠️ per row (⚠️ = needs a running project to check,
never a false green):
| Check | Verify |
|---|---|
| App boots, models registered | manage.py check · snapadmin_info --section inventory |
| Migrations applied | manage.py migrate --check |
| Auth on the API, PII masked where it matters | snapadmin_info --section features |
| Backups on, 2+ destinations, encryption (strongly recommended) | snapadmin_info --section features · manage.py check warns (snapadmin.W021) when a destination that leaves the host has no SNAPADMIN_BACKUP_AGE_RECIPIENTS |
| Have you actually run a restore? | snapadmin_restore <bundle> --confirm against a recent dump — an untested backup is the most common form of not having one |
→ Full checklist — Must work / Should be configured / Data safety / Optional, with a "why it matters" column.
What you get
🖥 Admin panel — list columns, search and filters derived from your fields · themed responsive UI · status badges, tabs, inlines, autocomplete · field-level change history · an offline mode that keeps a list usable with no connection
🔌 APIs — REST CRUD with Swagger and
auto-derived filters · GraphQL with
permissions on every traversed relation ·
API tokens hashed at rest · per-model and
per-field guards for what may be
read and written · @snap_action exposes
a business operation — approve, refund, recalculate — as a permission-checked endpoint, not just CRUD ·
a model rule that rejects a write answers
400 naming the field, never an
HTML 500, and api_full_clean makes
your Model.clean() cross-field rules hold for API clients, not just in the admin
🔍 Search (optional) — Elasticsearch
with the index mapping derived from your fields · ?search=
routed to ES automatically, falling back to
the database when ES is down · resumable bulk reindex ·
deletes keep the index in step, including a bulk
QuerySet.delete() and rows removed by a cascade
⚙️ Operations — audit trail · GDPR retention · PII masking · backups · error and health alerts to email, Slack, Discord, Teams or Telegram · structured logging · 10 languages
🧭 Operability — misconfiguration surfaces at startup as a Django system check
(snapadmin.E0xx / W0xx), not as a mystery at request time · snapadmin-info reports what is
switched on, what is actually in use, and what is unreachable · snapadmin-license-check answers
the legal question in one command
Quality & compatibility
This is a package other people's products depend on, so the test suite is treated as part of the
product rather than as developer hygiene. Every count below is a floor, read off a real
pytest --collect-only -q run rather than kept current by arithmetic — and what is not in place
yet is part of this section rather than an omission from it.
Concretely, on the current release:
- 5,000+ tests across 153 files, run on every push. Twelve of them need a live Elasticsearch, so
they carry a marker and are deselected by default: cloning the repository and typing
pyteststarts no container and takes about forty seconds. - 100% line coverage on the shipped
snapadmin/package — 11,349 statements, 0 missing. CI runspytest --cov=snapadmin --cov-fail-under=100, so a pull request that adds an untested line fails. Eighteen lines across twelve modules carry a# pragma: no cover, each with a written reason: abstract methods that only raise,if TYPE_CHECKING:blocks, the import-time branch taken when an optional dependency is absent, and five defensive guards for states their callers make unreachable. That list is pinned by a test so it cannot quietly grow. They are still exclusions, and this page will not claim there are none. - Branch coverage is measured, and reported honestly: 99% — 3,300+ branches, 60 of them taken only one way. It is not a gate yet. Closing those partial branches and then turning the gate on is planned work; this page will say "enforced" only when it is.
- Random order on every run.
pytest-randomlyreshuffles the suite on each invocation, locally and in CI. A test that quietly depends on another one having run first fails instead of passing, and a seed-dependent failure is treated as a real defect in the tests — never as a reason to pin the order. - The full compatibility matrix on every push — Python 3.10 / 3.11 / 3.12 / 3.13 × Django 5.2 and 6.0, six jobs. A release is gated on the same matrix: the tag-triggered publish workflow runs it before anything reaches PyPI.
- A seventh job runs the same suite against real services, not mocks — see below.
How those tests are written
The count is the least interesting part, so here is the method behind it.
- Test-first. A behaviour change or a bug fix starts with a test that fails for the right reason; the fix comes second. Every bug fix ships a regression test pinned to the specific input that broke.
- Assertions state a contract, not a pulse.
assert result is not Noneis treated as a defect in the test: the suite asserts the value, the status code, the exception type and message, the row that was written, the query count. A guard test (tests/test_assertions_can_fail.py) reads the suite withastand fails on assertions no outcome could falsify —assert True,assert x or True, and tests whose entire claim is "it did not raise". - No test is ever weakened to get a green build. Not a loosened assertion, not a
skip, not anxfail, not an extra mock, not an edited expected value. When code and test disagree the question of which one is right is answered first. - Order-independent by construction — no shared mutable state, no ambient settings, no reliance on the wall clock or on a previously created row. Random order is what proves it.
- The backend is never assumed. The suite runs on SQLite locally and PostgreSQL in CI, so no
test may hard-code one. Where behaviour genuinely differs, both halves are written and each skips
on a capability (
connection.features.supports_json_field_contains), never on a vendor name.
Where the mocks stop and real services start
Elasticsearch, Redis and Celery are stubbed in the everyday run, which keeps it at forty seconds and
service-free — but a MagicMock accepts any call with any arguments, so the query DSL those methods
exist to build is exactly what a mocked test cannot check. A malformed terms clause or a
wrongly-shaped search_after cursor passes a mock and answers 400 from a cluster.
So one CI job (Python 3.12 · Django 5.2) runs against the real thing:
| Service | What it proves |
|---|---|
| PostgreSQL 16, the whole suite | The backend-specific code paths real users get — EstimatedCountPaginator's reltuples estimate, the pg_dump backup path, the sharding DSNs — are exercised on PostgreSQL rather than inferred from SQLite. The first run of this job found three tests that had silently assumed SQLite, one of which pinned behaviour that exists only on the backend without native JSON containment |
Elasticsearch 8.13.0, pytest -m real_es |
The generated query DSL is accepted by a real cluster — filters, aggregations, deep search_after scans and the mapping. It is the same image demo/docker-compose.yml ships, and tests/test_version_sync.py fails if the two ever drift apart or leave the [elasticsearch] extra's supported range |
These tests are deselected by default (-m "not real_es"), so cloning the repo and running pytest
needs no Docker.
The layers, and what each one protects
Not one pyramid but several overlapping ones, because a library fails in more ways than an
application does. Each layer below exists today and runs in the same pytest invocation:
| Layer | What it protects | Named examples |
|---|---|---|
| Unit | one function or class in isolation, with Elasticsearch and sockets stubbed | tests/test_fields.py, tests/test_conf.py, tests/test_registry.py |
| Integration | the Django stack wired together — ORM, generated admin, HTTP, Celery run in-process | tests/test_model_api.py, tests/test_admin_site.py, tests/test_backup.py |
| Security | authentication, authorisation, tenancy, PII masking, field encryption, stored XSS, token storage, the audit log | tests/test_pii_masking.py, tests/test_encryption_leak_surfaces.py, tests/test_tenancy.py |
| Contract | the public import surface: names, signatures, defaults — plus an AST backstop that reads the source rather than a hand-kept list | tests/test_public_contract.py, tests/test_public_surface_snapshot.py, tests/test_api_surface_defaults.py |
| Documentation-truth | that this README, the docs site, llms.txt and the in-package module map describe the code that really ships |
tests/test_docs_completeness.py, tests/test_ai_entry_points.py, tests/test_docs_site.py |
| Regression | one named past bug each, pinned to the exact input that broke | tests/test_widget_security.py, tests/test_es_delete_sync.py, tests/test_api_validation_errors.py |
| Adversarial | malformed input, hostile settings, conflicting kwargs, wrong permissions — asserting the right refusal, not merely the absence of a crash | tests/test_wysiwyg_sanitize.py, tests/test_scaffold_validate.py, tests/test_sharding_registration.py |
| Compatibility | the core still imports with DRF, Graphene, Celery or Unfold absent | tests/test_api_optional.py, tests/test_celery_optional.py, tests/test_unfold_optional.py |
| Diagnostics | every snapadmin_info collector renders, and reports honestly on and off |
tests/test_diagnostics_features.py and ten more |
| i18n | ten catalogs compile, strings are wrapped, switching language works | tests/test_i18n.py, tests/test_demo_i18n.py |
| Accessibility | WCAG 2.1 AA assertions on the dashboard and the SSO partial | tests/test_accessibility.py |
| Performance / query count | list-view knobs and estimated-count pagination, with assertNumQueries pins |
tests/test_performance.py, tests/test_pagination.py |
| Process-level E2E | snapadmin-new generates a project and that project really boots — a real subprocess, real check and migrate |
tests/test_scaffold_e2e.py |
| End-to-end smoke | the seam between the layers: admin form POST → database row → audit entry → REST read, in one walk | tests/test_critical_path_smoke.py |
| Live datastore | the Elasticsearch query DSL against a real cluster, where a mock cannot judge it | tests/test_elasticsearch_live.py |
Backward compatibility is a test, not a promise
These suites exist for one purpose only: to fail loudly when a public name, signature or default changes, so a breaking change is a deliberate decision rather than a side effect of a refactor. 340+ of the tests below can only ever fail that way — they assert nothing about behaviour, only about the shape of the surface you import.
| Suite | What it pins |
|---|---|
tests/test_public_contract.py |
260+ checks over the public API surface — every import path (from snapadmin.backup import …), every default, every documented signature |
tests/test_public_surface_snapshot.py |
An AST-derived inventory of every public class and function actually defined in the package, compared against a frozen snapshot. Unlike a hand-maintained list it is read from the source, not from memory, so a rename or a silent removal cannot slip past it |
tests/test_ecosystem_compat.py |
That the Django ecosystem still composes: django-import-export, reversion, simple-history and guardian mixins layer onto a generated admin, and auto-registration never clobbers an admin you registered yourself |
tests/test_api_surface_defaults.py |
An AST sweep proving no read site spells an API switch's default inline — every one of them goes through the single named constant, so a default cannot be changed in nine places and missed in the tenth |
tests/test_version_sync.py |
That the version is identical in every place the repo publishes it — pyproject.toml, the docs site, SECURITY.md and the rest — and that the Elasticsearch image the CI job and the demo compose file use is the same one |
Removing or renaming a public name is a major-version-only change under the API-stability policy; deprecations warn first and name their replacement.
The documentation is tested too
Docs rot silently: nothing breaks at import time when a section disappears or a setting is never written down, it just teaches the next reader something false. So the docs are asserted, not trusted:
| Suite | What it asserts |
|---|---|
tests/test_docs_completeness.py |
Every SNAPADMIN_* setting the code reads (100+ of them) appears in the docs and in the demo project · every registered system-check id is explained somewhere a reader will find it · every optional extra is listed consistently across the README, the docs, THIRD_PARTY_NOTICES.md and the licence inventory |
tests/test_ai_entry_points.py |
90+ checks that the two machine-readable entry points stay true: the module map in the snapadmin package docstring (the only docs layer that reaches every pip install) names modules that really import, and every docs anchor llms.txt links to really exists |
tests/test_docs_site.py |
Structural integrity of the docs site — every section has exactly one sidebar link, and every sidebar link points at a section that exists |
Automated checks on the operator tooling
snapadmin-info is the command an operator runs to answer "is this configured correctly?" — so a
false green there is worse than no report at all. 220+ tests across eleven files cover the
diagnostics package, including 80+ in tests/test_diagnostics_features.py alone, where every
capability probe in the readiness audit is exercised both switched on and switched off. A
capability cannot ship without a probe, and a probe cannot ship without both tests.
The same standard applies to the rest of the operator surface: 200+ tests on the startup system
checks, 60+ on the licence audit and its command, and full suites on the scaffolding
(snapadmin-new), the read-only integrator (snapadmin-init) and the demo fetcher
(snapadmin-demo).
An end-to-end tripwire
Every layer has its own deep suite — and each can keep passing while the seam between layers
quietly breaks. tests/test_critical_path_smoke.py walks the whole declarative pipeline in one
test: it posts the real generated admin add form, then asserts the row that comes out is the same
one the REST API serves and the same one the audit trail recorded, with the acting user and a
per-field diff. It is deliberately small — a tripwire for "the pipeline stopped connecting", not a
second copy of the deep suites.
What is not in place yet
A quality section that only lists what exists is marketing. These are the layers the project's own engineering standard asks for and does not have today. None of them is claimed anywhere above, and none will be claimed here until it actually runs in CI:
| Missing | What it would add | Status |
|---|---|---|
| Mutation testing | Proof that the tests can detect a wrong change, not merely execute the line. 100% line coverage says every statement ran; it says nothing about whether flipping a > to a >= would fail anything |
Planned. Not run, not reported |
| Property-based / fuzz testing | Generated inputs — empty, None, unicode, enormous, malformed — against the parsers and validators, finding the classes of bug that hand-written examples miss |
Planned. hypothesis is not a dependency |
| Browser E2E | A real browser driving the generated admin: navigation, filters, pagination, actions, validation errors. Today the admin is reached only through Django's test client, which is not a browser | Planned. No Playwright, no Cypress |
| Lint, format, type and security static analysis in CI | ruff, mypy and a security-oriented static pass running on every push. black and flake8 are dev dependencies here, but no CI job runs either — that is stated plainly rather than implied away |
Planned. Zero such jobs exist |
| A branch-coverage gate | Branch coverage is measured at 99% with 60 partial branches, but nothing fails the build when it drops | Measured, not gated |
Where the rest of the coverage goes
Beyond the contract and docs suites, the heaviest areas are the ones with the most ways to go wrong — each figure below is a floor, checked against a collection run rather than kept up to date by arithmetic: field behaviour and encrypted fields (250+), the REST surface (190+), field-level encryption end to end (400+ across the cipher, the keyset, the blind index, every leak surface and the conversion command), export (130+), backups (170+) and restore (90+ including the pre-restore snapshot), PII masking (120+), settings resolution (90+), API tokens (100+ across issuing, hashing and validation), internationalisation (110+ across the package and the demo), data retention (80+), bulk import (70+), alert channels (70+), the audit trail (60+), multi-tenancy (60+ across the model, admin, audit and Elasticsearch layers) and offline mode (60+). Accessibility (WCAG 2.1 AA) and GraphQL permission enforcement have their own suites.
tests/ is not shipped in the wheel or sdist — only snapadmin/ (the published package),
README.md, LICENSE and the docs are. That is a packaging-size choice, not a coverage gap: the
suite runs in CI on every push against the matrix above, so what a release ships is exactly what
that suite already verified, on a clone of this repository — not a second, weaker copy trailing
behind inside every install.
Install
pip install django-snapadmin
Requires Python ≥ 3.10 and Django ≥ 5.2. Pin an exact version in production.
Adding it to an existing project? Run snapadmin-init. It inspects your project and prints a
checklist plus the exact snippets to paste. It edits nothing, so there is nothing to undo.
Minimal INSTALLED_APPS — the smallest thing that works
A bare pip install django-snapadmin brings Django, structlog and nh3 — nothing else. That is
already enough for the generated admin, because the REST API and GraphQL are off by default
(SNAPADMIN_REST_API_ENABLED / SNAPADMIN_GRAPHQL_ENABLED, both False unless you set them).
INSTALLED_APPS = [
# ── Django itself ───────────────────────────────────────────────────────
"django.contrib.admin", # SnapAdmin generates ModelAdmins into this site
"django.contrib.auth", # permissions gate both the admin and the API
"django.contrib.contenttypes", # required by auth; the audit trail keys off it
"django.contrib.sessions", # admin login
"django.contrib.messages", # admin "saved successfully" banners
"django.contrib.staticfiles", # serves SnapAdmin's CSS/JS
# ── SnapAdmin ───────────────────────────────────────────────────────────
"snapadmin",
"myapp", # …your own apps
]
# urls.py
from django.contrib import admin
from django.urls import include, path
urlpatterns = [
path("admin/", admin.site.urls),
path("api/", include("snapadmin.urls")), # health check, and any surface you turn on
]
That is a working admin-only install.
Want the REST API and GraphQL? They need their extras — installing them and listing the apps
without turning the settings on serves nothing, and turning the settings on without the extras is
caught at manage.py check (snapadmin.E010) rather than at the first request:
pip install "django-snapadmin[api,graphql]" # or [api] alone, or [all]
INSTALLED_APPS = [
...,
# ── The API stack — [api] + [graphql] extras ────────────────────────────
"rest_framework", # the generated REST endpoints are DRF viewsets
"drf_spectacular", # builds the OpenAPI schema behind /api/docs/
"django_filters", # backs the auto-generated ?field=… query filters
"graphene_django", # the generated GraphQL schema
"snapadmin",
...,
]
# settings.py — the surfaces are opt-in
SNAPADMIN_REST_API_ENABLED = True
SNAPADMIN_GRAPHQL_ENABLED = True
SNAPADMIN_SWAGGER_ENABLED = True # follows the REST setting unless set explicitly
One line does the same thing: SNAPADMIN_PROFILE = "api" turns REST, GraphQL and Swagger on
together. You still install the extras.
Full INSTALLED_APPS — everything switched on
Each block corresponds to one optional extra. Add the block and the extra, or neither.
INSTALLED_APPS = [
# ── Themed UI — pip install django-snapadmin[theme] ─────────────────────
# MUST come before django.contrib.admin: Unfold overrides admin templates,
# and Django resolves templates in INSTALLED_APPS order.
"unfold",
"unfold.contrib.filters", # the sidebar range/dropdown filters SnapAdmin generates
"unfold.contrib.forms", # themed form widgets
"unfold.contrib.inlines", # themed inline formsets
# ── Rich text — pip install django-snapadmin[wysiwyg] ───────────────────
# Only needed for wysiwyg=True / SnapRichTextField. Bundles CKEditor 5,
# which is GPL-or-commercial — that is why it is not a core dependency.
"django_ckeditor_5",
# ── Django itself ───────────────────────────────────────────────────────
"django.contrib.admin",
"django.contrib.auth",
"django.contrib.contenttypes",
"django.contrib.sessions",
"django.contrib.messages",
"django.contrib.staticfiles",
# ── REST API — pip install django-snapadmin[api] ────────────────────────
# Needed only if you set SNAPADMIN_REST_API_ENABLED/SNAPADMIN_SWAGGER_ENABLED
# to True — both default to False.
"rest_framework",
"drf_spectacular",
"django_filters",
# ── GraphQL — pip install django-snapadmin[graphql] ──────────────────────
# Needed only with SNAPADMIN_GRAPHQL_ENABLED = True (default False). Independent of [api].
"graphene_django",
# ── SnapAdmin ───────────────────────────────────────────────────────────
"snapadmin",
# ── Background tasks — pip install django-snapadmin[celery] ─────────────
# Needed for the GDPR purge, async exports, error digests and backups.
"django_celery_beat", # edit the schedule from the admin
"django_celery_results", # store task results in the database
# ── Admin-editable settings — pip install django-snapadmin[extra-settings]
# SnapAdmin does not use it; add it if you want a runtime key/value Setting
# model in the admin (the demo shows the pattern). If you re-home that admin
# with EXTRA_SETTINGS_ADMIN_APP, the value is matched against INSTALLED_APPS
# verbatim: pass the entry ("myapps.shop"), never the app label ("shop") —
# snapadmin.E025 names the entry to use when the two differ.
"extra_settings",
# ── Autocomplete list filters — [autocomplete-filter] (LGPL) ────────────
# For your own AutocompleteFilter admin filters; SnapAdmin core never imports it.
"admin_auto_filters",
"myapp",
]
Elasticsearch needs no app entry —
pip install django-snapadmin[elasticsearch]and setELASTICSEARCH_ENABLED = True. The supported server is Elasticsearch 8.x, and the extra pins the client to match (>=8,<9). Same for[backup](SFTP offsite backups) and[age](encrypted backups): a dependency, not an app.
Optional extras and their licences
The base install is self-contained and carries only permissive licences (MIT/BSD/Apache), so it is safe for commercial and proprietary use. Everything with a licence caveat is opt-in:
| Extra | Pulls in | Gives you |
|---|---|---|
api |
djangorestframework, drf-spectacular, django-filter |
The REST API + OpenAPI schema/Swagger/ReDoc — needed once you set SNAPADMIN_REST_API_ENABLED/SNAPADMIN_SWAGGER_ENABLED to True (default False) |
graphql |
graphene-django |
The generated GraphQL schema — needed once you set SNAPADMIN_GRAPHQL_ENABLED to True (default False), independent of api |
theme |
django-unfold |
The themed admin UI (stock Django admin without it) |
elasticsearch |
elasticsearch (>=8,<9) |
Full-text search, DUAL / ES_ONLY models — against an Elasticsearch 8.x server |
celery |
celery, django-celery-beat, django-celery-results |
Background tasks: async export, GDPR purge, digests, backups |
backup |
paramiko |
SFTP offsite database backups |
age |
pyrage |
AGE-encrypted backups (MIT — or skip this extra and use the age CLI instead) |
s3 |
boto3 |
S3-compatible offsite database backups (AWS, MinIO, Backblaze B2, Hetzner Object Storage, Wasabi) |
extra-settings |
django-extra-settings |
An in-admin dynamic key/value Setting model |
wysiwyg |
django-ckeditor-5 |
Rich-text fields — bundles CKEditor 5 (GPL-or-commercial) |
autocomplete-filter |
django-admin-autocomplete-filter |
AutocompleteFilter list filters (LGPL) |
xlsx |
openpyxl |
XLSX output for the async export API (MIT — optional for size, not licence) |
encryption |
cryptography |
Field-level encryption — SnapEncrypted*Field columns (Apache-2.0/BSD — optional for weight, not licence) |
all |
everything above | — |
Run snapadmin-license-check after installing to see exactly what you ended up with and whether it
is still proprietary-safe.
→ Full installation guide — compatibility matrix, extras gotchas, and the MySQL driver licence note.
Configuration
Every surface is a plain Django setting. Switching one off removes its routes entirely:
SNAPADMIN_REST_API_ENABLED = True # REST CRUD endpoints — off by default, opt in explicitly
SNAPADMIN_GRAPHQL_ENABLED = True # GraphQL endpoint — same, off by default
SNAPADMIN_SWAGGER_ENABLED = True # Swagger UI + ReDoc
SNAPADMIN_URL_PREFIX = "" # relocate the whole API surface
SNAPADMIN_CONNECTIVITY_ENABLED = False # admin-wide health poll + offline save-guard (opt-in)
The first two default to False — a plain-admin migration that never asked for an API doesn't get
one by accident. Set them to True to serve REST and/or GraphQL.
Don't want to decide all ~110 of them? SNAPADMIN_PROFILE = "admin" (or "api" / "full") picks
sane defaults for the handful that actually matter — an explicit setting always overrides it.
Misconfiguration shows up at startup as a Django system check (snapadmin.W0xx / E0xx), not
as a mystery at request time.
→ Every setting, with defaults · SNAPADMIN_PROFILE presets
Extending it — SnapAdmin is meant to be customised, not forked
- Add field types — subclass
SnapFieldwith your own admin introspection - Extend a
SnapModel— overridesave(), add managers, mix in your own behaviour - Add or override REST endpoints — mount your router before SnapAdmin's
- Swap auth, permissions and the ES client — configuration, no code
- Override admin templates and the dashboard — standard Django template resolution
Running the demo from a clone (full Docker stack)
snapadmin-demo is the fast path. From a clone you also get PostgreSQL, Redis and Elasticsearch:
git clone https://github.com/drofji/django-snapadmin.git
cd django-snapadmin
cp demo/dist.env demo/.env
docker compose -f demo/docker-compose.yml up --build
Then open http://localhost:8000/admin/ (admin / admin). The demo lives under
demo/ and is not published to
PyPI — only snapadmin/ is.
Documentation
| Topic | |
|---|---|
| Getting started | Installation · New project · Existing project · SnapModel · Field types · Admin registration |
| APIs | REST · GraphQL · Tokens · Bulk import · Auth / JWT / ETL |
| Search | Elasticsearch modes · Query routing · Filters · Facets · Deep scan |
| Operations | Diagnostics · Licence audit · Celery & scheduling · GDPR · Backups · Error monitoring · Performance |
| Reference | All settings · Theming · Enterprise config · Extending · Migration guides |
Working with an AI assistant? Two entry points ship for exactly that, and both are pinned by
tests so they cannot drift from the code: the module map in the snapadmin package docstring
(help(snapadmin) — no network needed) and
llms.txt.
Security
API tokens are hashed at rest, rich-text HTML is sanitized on write, GraphQL enforces permissions on every traversed relation, and PII masking covers both APIs. Report vulnerabilities privately — see SECURITY.md for the policy, the supported-versions row and the production-hardening checklist.
Contributing
See CONTRIBUTING.md. The
suite lives at tests/ in the source
repository and must stay green with 100% coverage on snapadmin/:
pytest
Regression tests for a specific reported issue live next to the subsystem they cover (e.g.
tests/test_fields.py for a field validator, tests/test_pii_masking.py for masking) — if you hit
a bug, check there before filing one that might already be covered.
License
MIT — see LICENSE.
Metadata
Release files for django-snapadmin 0.1.0b9
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| django_snapadmin-0.1.0b9.tar.gz | 956.9 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| django_snapadmin-0.1.0b9-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 1.9 MB
Release files / django_snapadmin-0.1.0b9.tar.gz
| Download URL | django_snapadmin-0.1.0b9.tar.gz |
|---|---|
| Size | 956.9 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
7774d600218a226bb66a758d1c3e5f7529a59776a8ffe15668f985c492364320
|
|
BLAKE2b-256 checksum How to use checksums |
73e8465e2741ee69108a31ba576a1242b6fc88fbc930e70bbc93ad158e6736cd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 15, 2026.
Transparency logRelease files / django_snapadmin-0.1.0b9-py3-none-any.whl
| Download URL | django_snapadmin-0.1.0b9-py3-none-any.whl |
|---|---|
| Size | 958.9 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
9d516eb13b73f45e83610e82d5319bcafc9eb48aeb1597a15fe0dc99551e571e
|
|
BLAKE2b-256 checksum How to use checksums |
9889b1208e63cf12a649b85774eed15652c30ba764820a7ea508b1ac54fd6295
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 15, 2026.
Transparency logSecurity for django-snapadmin 0.1.0b9
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for django_snapadmin-0.1.0b9.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 15, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.