This skill should be used when the user asks to "add a database table", "create a new context", "query the database", "add a field to a schema", "validate form input", "fix N+1 queries", "preload this association", "separate these concerns", or mentions Repo, changesets, migrations, Ecto.Multi, has_many, belongs_to, transactions, query composition, or how contexts should talk to each other.
Scanned 2/12/2026
Install via CLI
openskills install georgeguimaraes/claude-code-elixir---
name: ecto-thinking
description: This skill should be used when the user asks to "add a database table", "create a new context", "query the database", "add a field to a schema", "validate form input", "fix N+1 queries", "preload this association", "separate these concerns", or mentions Repo, changesets, migrations, Ecto.Multi, has_many, belongs_to, transactions, query composition, or how contexts should talk to each other.
---
# Ecto Thinking
Mental shifts for Ecto and data layer design. These insights challenge typical ORM patterns.
## Context = Setting That Changes Meaning
Context isn't just a namespace—it changes what words mean. "Product" means different things in Checkout (SKU, name), Billing (SKU, cost), and Fulfillment (SKU, warehouse). Each bounded context may have its OWN Product schema/table.
**Think top-down:** Subdomain → Context → Entity. Not "What context does Product belong to?" but "What is a Product in this business domain?"
## Cross-Context References: IDs, Not Associations
```elixir
schema "cart_items" do
field :product_id, :integer # Reference by ID
# NOT: belongs_to :product, Catalog.Product
end
```
Query through the context, not across associations. Keeps contexts independent and testable.
## DDD Patterns as Pipelines
```elixir
def create_product(params) do
params
|> Products.build() # Factory: unstructured → domain
|> Products.validate() # Aggregate: enforce invariants
|> Products.insert() # Repository: persist
end
```
Use events (as data structs) to compose bounded contexts with minimal coupling.
## Schema ≠ Database Table
| Use Case | Approach |
|----------|----------|
| Database table | Standard `schema/2` |
| Form validation only | `embedded_schema/1` |
| API request/response | Embedded schema or schemaless |
## Multiple Changesets per Schema
```elixir
def registration_changeset(user, attrs) # Full validation + password
def profile_changeset(user, attrs) # Name, bio only
def admin_changeset(user, attrs) # Role, verified_at
```
Different operations = different changesets.
## Multi-Tenancy: Composite Foreign Keys
```elixir
add :post_id, references(:posts, with: [org_id: :org_id], match: :full)
```
Use `prepare_query/3` for automatic scoping. Raise if `org_id` missing.
## Preload vs Join Trade-offs
| Approach | Best For |
|----------|----------|
| Separate preloads | Has-many with many records (less memory) |
| Join preloads | Belongs-to, has-one (single query) |
Join preloads can use 10x more memory for has-many.
## CRUD Contexts Are Fine
> "If you have a CRUD bounded context, go for it. No need to add complexity."
Use generators for simple cases. Add DDD patterns only when business logic demands it.
## Gotchas from Core Team
### CTE Queries Don't Inherit Schema Prefix
In multi-tenant apps, CTEs don't get the parent query's prefix.
**Fix:** Explicitly set prefix: `%{recursive_query | prefix: "tenant"}`
### Parameterized Queries ≠ Prepared Statements
- **Parameterized queries:** `WHERE id = $1` — always used by Ecto
- **Prepared statements:** Query plan cached by name — can be disabled
**pgbouncer:** Use `prepare: :unnamed` (disables prepared statements, keeps parameterized queries).
### pool_count vs pool_size
More pools with fewer connections = better for benchmarks. **But** with mixed fast/slow queries, a single larger pool gives better latency.
**Rule:** `pool_count` for uniform workloads, larger `pool_size` for real apps.
### Sandbox Mode Doesn't Work With External Processes
Cachex, separate GenServers, or anything outside the test process won't share the sandbox transaction.
**Fix:** Make the external service use the test process, or accept it's not in the same transaction.
### Null Bytes Crash Postgres
PostgreSQL rejects null bytes even though they're valid UTF-8.
**Fix:** Sanitize at boundaries: `String.replace(string, "\x00", "")`
### preload_order for Association Sorting
```elixir
has_many :comments, Comment, preload_order: [desc: :inserted_at]
```
Note: Doesn't work for `through` associations.
### Runtime Migrations Use List API
```elixir
Ecto.Migrator.run(Repo, [{0, Migration1}, {1, Migration2}], :up, opts)
```
## Idioms
- Prefer `Repo.insert/1` over `Repo.insert!/1`—handle `{:ok, _}` / `{:error, _}` explicitly
- Use `Repo.transact/1` (Ecto 3.12+) for simple transactions instead of `Ecto.Multi`
## Red Flags - STOP and Reconsider
- belongs_to pointing to another context's schema
- Single changeset for all operations
- Preloading has-many with join
- CTEs in multi-tenant apps without explicit prefix
- Using pgbouncer without `prepare: :unnamed`
- Testing with Cachex/GenServers assuming sandbox shares transactions
- Accepting user input without null byte sanitization
**Any of these? Re-read the Gotchas section.**
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