writing-handlebars

name	writing-handlebars
description	Write Handlebars template expressions for Celigo integrations -- dynamic values in mappings, HTTP bodies, SQL queries, URIs, and filters. Use when building any resource configuration that needs computed, conditional, or formatted field values.

Writing Handlebars Expressions

Handlebars is Celigo's template language for embedding dynamic values into resource configurations. Any string field that the platform evaluates at runtime can contain Handlebars expressions.

Concerns when writing Handlebars:

• Context -- where the expression runs determines what data is available and how output is treated
• Braces -- double {{ }} vs triple {{{ }}} controls output escaping
• Field access -- record. prefix in all contexts (AFE 2.0), @root for job/settings/connection, bracket notation for special characters
• Helpers -- 79 custom helpers for math, string manipulation, dates, encoding, regex, and more
• Block helpers -- #each, #if, #compare, #with for iteration and conditional logic
• Date/time -- moment.js format tokens with timezone support

Used across exports, imports, mappings, output filters, and APIs.

Where Handlebars Are Used

Mapping extracts

In import mappings[].extract fields, Handlebars concatenates, transforms, or conditionally selects values. The context is the current record.

HTTP request templates

Export and import http blocks use Handlebars in relativeURI, body, headers, and postBody. Triple braces are essential to avoid HTML encoding of query parameters and JSON.

RDBMS SQL queries

SQL queries in rdbms.query use Handlebars with the mandatory record. prefix. Triple braces prevent encoding of SQL-significant characters like commas and quotes. For full SQL patterns (MERGE, upsert, bulk operations, dialect differences), see writing-sql.

Output filters

Expression-based filters on exports use Handlebars to evaluate whether a record passes through or gets skipped.

File paths and names

Dynamic file names in FTP/S3 exports and imports use Handlebars for timestamps and record-derived values.

Delta tokens

Platform-injected variables like {{{lastExportDateTime}}} provide the last successful export timestamp for incremental syncs. These are not record fields -- the platform injects them at runtime into the export's HTTP/query context only.

Quick Reference

Context Decision Matrix (AFE 2.0)

All contexts use record. prefix to access the current record's fields (AFE 2.0). Do NOT use bare field names, data.field, or data.0.field -- those are deprecated AFE 1.0 patterns. Exception: Mapper 1.0 (Salesforce/NetSuite) uses bare field names without record. prefix.

Where	Syntax	Data prefix	Example
Mapping extract	{{ }} (double)	record.	{{record.firstName}}
HTTP relative URI	{{{ }}} (triple)	record.	{{{record.orderId}}} in URI
HTTP body / postBody	{{{ }}} (triple)	record.	{{{record.orderId}}} in JSON body
SQL query (RDBMS)	{{{ }}} (triple)	record.	{{{record.email}}} in WHERE clause
Output filter	{{ }} (double)	record.	{{record.status}}
Delta URI parameter	{{{ }}} (triple)	(platform-injected)	{{{lastExportDateTime}}}

Additional context objects available via @root:

Object	Description
record	Current record being processed
job	Current job metadata
settings	Integration/flow settings
connection	Connection object (for auth headers)

When one-to-many grouping is configured, the data shape changes to batch_of_records -- iterate with {{#each batch_of_records}} to access individual records.

Key Syntax

• {{{triple-braces}}} -- raw output, no escaping. Use for URIs, SQL, JSON bodies, file paths -- anywhere commas, quotes, or ampersands matter. In RDBMS, triple braces output the raw value (value); double braces wrap in single quotes ('value'). Prefer triple and add literal quotes explicitly where needed.
• {{double-braces}} -- context-dependent formatting. In RDBMS adds single quotes around the value. In URLs, URL-encodes. Use triple braces for explicit control.
• Always use record. prefix (AFE 2.0) -- {{{record.fieldName}}} in all contexts, never bare {{{fieldName}}} or {{{data.fieldName}}} (AFE 1.0). Nested fields: {{{record.properties.email}}}.
• Exception: Mapper 1.0 (Salesforce/NetSuite) -- uses bare field names without record. prefix. This is the only context where bare field references are correct.

Related Skills

• configuring-exports > Quick Reference -- export adaptor types, delta sync setup, output filters
• configuring-imports > Quick Reference -- import adaptor types, operation modes, mapping systems
• writing-mappings > Quick Reference -- Mapper 2.0 fields, lookups, conditional mappings

Syntax Fundamentals

Braces

Syntax	Behavior	When to use
{{ }}	Context-dependent formatting -- RDBMS wraps value in single quotes ('value'), URLs get URL-encoded	Use only when auto-formatting is desired
{{{ }}}	Raw output, no escaping or wrapping	Prefer everywhere -- SQL, JSON bodies, URIs, file paths. Add literal quotes yourself where needed
{{{{ }}}}	Raw block -- contents treated as literal string	Escaping Handlebars syntax itself

Field access

Pattern	Meaning
record.fieldName	Standard field reference -- all contexts (AFE 2.0)
record.nested.field	Dot-notation for nested objects
record.[Field With Spaces]	Bracket notation for special characters in field names
record.items.[0].name	Array index access
@root.fieldName	Root context -- escape nested #each scope
../fieldName	Parent context -- one level up from current #each
this	Current iteration element
@index / @key	Current array index / object key in #each
@first / @last	Boolean -- first/last element in #each iteration

Subexpressions (nesting helpers)

Use () to nest one helper's output as input to another. The inner helper evaluates first:

{{uppercase (split record.fullName " " 0)}}              -- split then uppercase the first word
{{{base64Encode (join ":" record.user record.pass)}}}    -- join then encode
{{#compare (add record.qty 1) ">" "100"}}...{{/compare}} -- add then compare
{{#each (after record.tags 3)}}...{{/each}}              -- slice then iterate

Subexpressions can be nested multiple levels deep. Each () resolves inside-out.

Block helpers

• {{#each record.items}}...{{/each}} -- iterate array or object
• {{#if record.active}}...{{else}}...{{/if}} -- conditional
• {{#compare val1 "==" val2}}...{{/compare}} -- comparison (==, ===, !=, !==, <, >, <=, >=)
• {{#with record.address}}...{{/with}} -- change context scope

Date/time formatting

Uses moment.js tokens. Always use triple braces for date output.

Common tokens: YYYY (4-digit year), MM (2-digit month), DD (2-digit day), HH (24h hour), mm (minute), ss (second), SSS (millisecond), Z (timezone offset), X (Unix seconds), x (Unix milliseconds).

Timezone: pass as third argument -- {{{dateFormat "YYYY-MM-DD" record.date "US/Eastern"}}}.

Date arithmetic

dateAdd works in milliseconds:

• 1 hour = 3,600,000
• 1 day = 86,400,000
• 7 days = 604,800,000

Runtime Context at Each Stage

What {{record.X}} or {{settings.Y}} actually resolves to depends on which bubble the expression runs in. The shapes below were captured by setting body: "{{{jsonSerialize this}}}" on import/lookup bubbles and echoing through a mirror endpoint — they represent exactly what's available at runtime.

Import bubble (HTTPImport, NetSuiteDistributedImport, etc.)

Body templates and Handlebars in mappings[].extract run per-record with this context:

{
  "0": { ...the record at batch index 0, with mapped fields... },   // per-record
  "data": [ ...array of all records in this page, post-mapping... ],
  "lookup": { ...merged results from preceding lookup steps... },
  "recordLookupError": null | { ... },                               // set when a lookup failed
  "settings": { "import": {...}, "connection": {...} },
  "connection": { /* FULL connection object: auth, baseURI, etc. */ },
  "import": { /* full import config */ },
  "job": { "parentJob": { "_id", "type", "startedAt", ... } },
  "templateVersion": 1,
  "testMode": false
}

Lookup bubble (HTTPExport with isLookup: true)

Lookup request templates run per-record with a different shape:

{
  "exportStartTime": "ISO timestamp",
  "settings": { "export": {...}, "connection": {...} },
  "connection": { /* full connection object */ },

  // the record is spread at TOP LEVEL (not indexed by `0` like imports)
  "_id": "...",
  "name": "...",
  "<other record fields>": "...",

  "data": {
    /* copy of the record */,
    "_INITDATA": { /* original record before transforms */ }
  }
}

Export bubble (source generator)

Export URI templates and delta tokens have a minimal context — the platform injects {{{lastExportDateTime}}}, {{{currentExportDateTime}}}, plus settings and connection. No record. context exists yet (records haven't been fetched).

Key differences between import and lookup contexts

Context key	Import	Lookup
Record location	0.<field> + data[].<field>	<field> (top-level) + data.<field>
data shape	array of records	single record (with _INITDATA nested)
exportStartTime	No	Yes
lookup	Yes (merged preceding results)	N/A
import / job / recordLookupError / testMode	Yes	No
connection (full)	Yes	Yes

How to rediscover the shape for any bubble

Set the body on an HTTP import or lookup to {{{jsonSerialize this}}} and point it at an echo endpoint (integrator.io's /v1/mirror works). Enable flow execution logging, run the flow, and inspect the apiCall.response.body — it's a copy of what you sent, which is the full runtime context. This works for any bubble whose adaptor sends an HTTP body.

How to Write a Handlebars Expression

1. Identify the context

Where the expression runs determines what data is available. In AFE 2.0, all contexts use record. to access the current record:

Context	Available data	Prefix
Mapping extract	Current record	record.
HTTP body/URI	Current record	record.
RDBMS query	Current record	record.
Output filter	Current record	record.
Delta URI parameter	Platform variables	lastExportDateTime, lastExportDateTimeUTC

Other context objects (job, settings, connection) are accessible via @root -- e.g., {{@root.connection.http.encrypted.apiKey}}.

When one-to-many grouping is active, the shape is batch_of_records and you must iterate: {{#each batch_of_records}}{{record.field}}{{/each}}.

2. Know the data shape

Before writing any expression, inspect what the input data looks like:

# Test-run an export to see actual record shapes
celigo exports invoke <exportId>

# Check mock output for the expected shape
celigo --jq '.mockOutput' exports get <exportId>

3. Choose the right braces

• Default to {{{ }}} (triple) for HTTP bodies, SQL, URIs, file paths
• Use {{ }} (double) only in mapping extracts and display text where HTML escaping is acceptable
• When in doubt, use triple -- raw output never breaks SQL or JSON; HTML-escaped output can

4. Find the right helper

See the helper index for all 79 custom helpers. Key categories:

• Math -- abs, add, subtract, multiply, divide, modulo, ceil, floor, round, sum, avg, random, toFixed, toExponential, toPrecision
• String -- uppercase, lowercase, capitalize, capitalizeAll, camelcase, pascalcase, snakecase, dashcase, dotcase, pathcase, sentence, trim, trimLeft, trimRight, padLeft, padRight, replace, replacefirst, removefirst, chop, truncateWords, sanitize, split, join, reverse, occurrences, substring
• Array -- after, before, first, last, reverse, sort, unique, pluck, arrayify, lookup, getValue, sum
• Date/time -- dateFormat, dateAdd, timestamp
• Encoding -- base64Encode, base64Decode, htmlEncode, htmlDecode, jsonEncode, jsonParse, jsonSerialize, encodeURI, decodeURI, stripProtocol, stripQuerystring
• Regex -- regexMatch, regexReplace, regexSearch
• Auth/crypto -- hash, hmac, aws4
• Type/logic -- typeOf, eq, isTruthy, isFalsey, hasOwn, hasNoItems, compare
• Format -- addCommas, bytes, ordinalize
• Block helpers -- #each, #if, #compare, #contains, #filter, #and, #or, #not, #unless, #with, #some, #startsWith, #inArray, #isEmpty

5. Test the expression

# Invoke export to see if dynamic URI/query produces results
celigo exports invoke <exportId>

# Invoke import to validate body template renders correctly
celigo imports invoke <importId>

Common Patterns

JSON comma separation in HTTP body templates

Avoid trailing commas when building JSON arrays:

{{#each record.items}}{...}{{#if @last}}{{else}},{{/if}}{{/each}}

Grouped data access (one-to-many / batch_of_records)

When one-to-many grouping is configured, the data shape becomes batch_of_records. Iterate to access individual records:

{{#each batch_of_records}}
  {{record.orderId}}
  {{record.[Shipping City]}}
{{/each}}

Conditional field with fallback

{{#if record.nickname}}{{{record.nickname}}}{{else}}{{{record.firstName}}}{{/if}}

Nested iteration with parent context

{{#each record.orders}}
  Order: {{{this.id}}}  Customer: {{{../customerName}}}
  {{#each this.items}}
    Item: {{{this.sku}}}
  {{/each}}
{{/each}}

SQL IN clause from list variable

Build by a preSavePage hook (which can inject fields into the record), rendered with triple braces:

SELECT id FROM orders WHERE status IN ({{{record.statusList}}})

JavaScript-to-Handlebars equivalents

JavaScript	Handlebars
str.split("?id=")[1]	{{split record.field "?id=" 1}}
str.replace("old", "new")	{{replace record.field "old" "new"}}
str.match(/pattern/)	{{{regexMatch record.field "pattern"}}}
Math.abs(n)	{{abs record.field}}
arr.length	{{record.items.length}}

Pre-Submit Checklist

Before finalizing any Handlebars expression, verify each item:

• Prefer triple braces {{{ }}}. Double braces apply context-dependent formatting -- in RDBMS they wrap values in single quotes ('value'), in URLs they URL-encode. Use triple braces for explicit control and add literal quotes where needed.
• record. prefix everywhere (AFE 2.0). All contexts use record.fieldName -- mappings, HTTP bodies, SQL, filters. Never use bare fieldName, data.fieldName, or data.0.fieldName (AFE 1.0). Exception: Mapper 1.0 (Salesforce/NetSuite) uses bare field names.
• lastExportDateTime only in export context. This platform-injected variable is available in the export's HTTP/query context for delta syncs only -- not in mappings or import templates.
• dateAdd values in milliseconds. 1 day = 86,400,000. Not seconds, not hours.
• #each context shifts. Inside {{#each}}, this is the current item. Use ../ for parent or @root for top-level fields.
• Missing fields fail silently. Handlebars outputs empty string for undefined fields. Guard with {{#if field}} when the downstream system rejects empty values.
• Bracket notation for special characters. Field names with spaces, dots, or hyphens need record.[Field Name] syntax.
• compare is string-based. {{#compare "9" ">" "10"}} is TRUE (lexicographic). Convert values first or use strict operators.
• Test with real data. Run celigo exports invoke or celigo imports invoke to verify the expression renders correctly with actual records.

Gotchas

1. Double braces apply auto-formatting. {{ }} adds context-dependent formatting -- in RDBMS it wraps values in single quotes ('value'), in URLs it URL-encodes. This can corrupt SQL queries and JSON bodies. Prefer {{{ }}} (raw output) and add literal quotes explicitly where needed.
2. Always use record. prefix (AFE 2.0). Use {{{record.fieldName}}}, not {{{fieldName}}} or {{{data.fieldName}}}. The record. prefix applies in all contexts -- mappings, HTTP, SQL, filters. Bare field names and data. prefix are deprecated AFE 1.0 syntax.
3. lastExportDateTime is platform-injected. It exists only in the export's HTTP/query context for delta syncs -- not available in mappings or import templates.
4. compare does string comparison. {{#compare "9" ">" "10"}} is TRUE because "9" > "1" lexicographically. Use the strict equality operators or convert values first.
5. Nested #each changes context. Inside {{#each record.items}}, this is the current item, not the record. Use ../ to reach the parent or @root for the top-level context.
6. dateAdd uses milliseconds, not seconds. Adding 1 day is 86400000, not 86400. A common mistake that produces dates seconds in the future instead of days.
7. regexMatch returns the match string; regexSearch returns the position. Don't confuse them -- regexSearch returns a number (0-indexed position), not the matched text.
8. Raw blocks {{{{ }}}} output literal Handlebars syntax. They are for escaping {{ }} in output, not for "extra raw" rendering.
9. Missing fields produce empty string silently. No error on missing fields -- Handlebars outputs nothing. Use {{#if field}} to guard when the downstream system rejects empty values.
10. jsonEncode wraps a single value, not a whole body. It adds quotes and escapes special characters for embedding one field in a JSON string. Don't wrap the entire template in it.

Common Errors

Symptom	Cause	Fix
&, <, or unexpected 'quotes' in SQL/JSON output	Double braces {{ }} applying auto-formatting (RDBMS adds single quotes, URLs get encoded)	Switch to triple braces {{{ }}} and add literal quotes where needed
Empty output, no error	Missing record. prefix (or using AFE 1.0 data.field)	Change to {{{record.fieldName}}} -- applies in all contexts
Delta export returns all records	lastExportDateTime used outside export context (e.g., in mapping)	Move to the export's relativeURI or query parameter
dateAdd produces date seconds ahead instead of days	Value in seconds instead of milliseconds	Multiply by 1000: use 86400000 not 86400
{{#compare "9" ">" "10"}} is TRUE	String comparison, not numeric	Convert to number first or restructure logic
undefined or empty in nested #each	this scope changed; referencing parent field without ../	Use ../fieldName or @root.fieldName
JSON body has trailing comma	{{#each}} without comma-guard logic	Add {{#if @last}}{{else}},{{/if}} between items
Bracket notation field returns empty	Using record.Field Name instead of record.[Field Name]	Wrap field name in brackets: record.[Field Name]
regexMatch returns a number	Used regexSearch (returns position) instead of regexMatch	Switch to regexMatch for the matched text
Entire body wrapped in quotes	Used jsonEncode on the whole template	Use jsonEncode only on individual field values, not the whole body