diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9f2b6d8a205..143b172ff55 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,7 @@
 - [#7388](https://github.com/influxdata/influxdb/pull/7388): Implement cumulative_sum() function.
 - [#7441](https://github.com/influxdata/influxdb/pull/7441): Speed up shutdown by closing shards concurrently.
 - [#7146](https://github.com/influxdata/influxdb/issues/7146): Add max-values-per-tag to limit high tag cardinality data
+- [#5955](https://github.com/influxdata/influxdb/issues/5955): Make regex work on field and dimension keys in SELECT clause.
 
 ### Bugfixes
 
diff --git a/influxql/ast.go b/influxql/ast.go
index ff9336061dc..bbed29211b6 100644
--- a/influxql/ast.go
+++ b/influxql/ast.go
@@ -1128,6 +1128,12 @@ func (s *SelectStatement) RewriteFields(ic IteratorCreator) (*SelectStatement, e
 					}
 					rwFields = append(rwFields, &Field{Expr: &VarRef{Val: ref.Val, Type: ref.Type}})
 				}
+			case *RegexLiteral:
+				for _, ref := range fields {
+					if expr.Val.MatchString(ref.Val) {
+						rwFields = append(rwFields, &Field{Expr: &VarRef{Val: ref.Val, Type: ref.Type}})
+					}
+				}
 			case *Call:
 				// Clone a template that we can modify and use for new fields.
 				template := CloneExpr(expr).(*Call)
@@ -1149,10 +1155,16 @@ func (s *SelectStatement) RewriteFields(ic IteratorCreator) (*SelectStatement, e
 					continue
 				}
 
-				wc, ok := call.Args[0].(*Wildcard)
-				if ok && wc.Type == TAG {
-					return s, fmt.Errorf("unable to use tag wildcard in %s()", call.Name)
-				} else if !ok {
+				// Retrieve if this is a wildcard or a regular expression.
+				var re *regexp.Regexp
+				switch expr := call.Args[0].(type) {
+				case *Wildcard:
+					if expr.Type == TAG {
+						return s, fmt.Errorf("unable to use tag wildcard in %s()", call.Name)
+					}
+				case *RegexLiteral:
+					re = expr.Val
+				default:
 					rwFields = append(rwFields, f)
 					continue
 				}
@@ -1181,6 +1193,8 @@ func (s *SelectStatement) RewriteFields(ic IteratorCreator) (*SelectStatement, e
 						continue
 					} else if _, ok := supportedTypes[ref.Type]; !ok {
 						continue
+					} else if re != nil && !re.MatchString(ref.Val) {
+						continue
 					}
 
 					// Make a new expression and replace the wildcard within this cloned expression.
@@ -1202,11 +1216,17 @@ func (s *SelectStatement) RewriteFields(ic IteratorCreator) (*SelectStatement, e
 		// Allocate a slice assuming there is exactly one wildcard for efficiency.
 		rwDimensions := make(Dimensions, 0, len(s.Dimensions)+len(dimensions)-1)
 		for _, d := range s.Dimensions {
-			switch d.Expr.(type) {
+			switch expr := d.Expr.(type) {
 			case *Wildcard:
 				for _, name := range dimensions {
 					rwDimensions = append(rwDimensions, &Dimension{Expr: &VarRef{Val: name}})
 				}
+			case *RegexLiteral:
+				for _, name := range dimensions {
+					if expr.Val.MatchString(name) {
+						rwDimensions = append(rwDimensions, &Dimension{Expr: &VarRef{Val: name}})
+					}
+				}
 			default:
 				rwDimensions = append(rwDimensions, d)
 			}
@@ -1420,8 +1440,8 @@ func (s *SelectStatement) HasFieldWildcard() (hasWildcard bool) {
 		if hasWildcard {
 			return
 		}
-		_, ok := n.(*Wildcard)
-		if ok {
+		switch n.(type) {
+		case *Wildcard, *RegexLiteral:
 			hasWildcard = true
 		}
 	})
@@ -1432,8 +1452,8 @@ func (s *SelectStatement) HasFieldWildcard() (hasWildcard bool) {
 // at least 1 wildcard in the dimensions aka `GROUP BY`
 func (s *SelectStatement) HasDimensionWildcard() bool {
 	for _, d := range s.Dimensions {
-		_, ok := d.Expr.(*Wildcard)
-		if ok {
+		switch d.Expr.(type) {
+		case *Wildcard, *RegexLiteral:
 			return true
 		}
 	}
@@ -1515,6 +1535,7 @@ func (s *SelectStatement) validateDimensions() error {
 				return errors.New("time() is a function and expects at least one argument")
 			}
 		case *Wildcard:
+		case *RegexLiteral:
 		default:
 			return errors.New("only time and tag dimensions allowed")
 		}
@@ -1601,7 +1622,7 @@ func (s *SelectStatement) validPercentileAggr(expr *Call) error {
 	}
 
 	switch expr.Args[0].(type) {
-	case *VarRef:
+	case *VarRef, *RegexLiteral, *Wildcard:
 		// do nothing
 	default:
 		return fmt.Errorf("expected field argument in percentile()")
@@ -1625,7 +1646,7 @@ func (s *SelectStatement) validSampleAggr(expr *Call) error {
 	}
 
 	switch expr.Args[0].(type) {
-	case *VarRef:
+	case *VarRef, *RegexLiteral, *Wildcard:
 		// do nothing
 	default:
 		return fmt.Errorf("expected field argument in sample()")
@@ -1706,7 +1727,7 @@ func (s *SelectStatement) validateAggregates(tr targetRequirement) error {
 						}
 
 						switch fc := c.Args[0].(type) {
-						case *VarRef, *Wildcard:
+						case *VarRef, *Wildcard, *RegexLiteral:
 							// do nothing
 						case *Call:
 							if fc.Name != "distinct" || expr.Name != "count" {
@@ -1774,7 +1795,7 @@ func (s *SelectStatement) validateAggregates(tr targetRequirement) error {
 					return fmt.Errorf("invalid number of arguments for %s, expected %d, got %d", expr.Name, exp, got)
 				}
 				switch fc := expr.Args[0].(type) {
-				case *VarRef, *Wildcard:
+				case *VarRef, *Wildcard, *RegexLiteral:
 					// do nothing
 				case *Call:
 					if fc.Name != "distinct" || expr.Name != "count" {
diff --git a/influxql/ast_test.go b/influxql/ast_test.go
index f4862871d44..f8e41440708 100644
--- a/influxql/ast_test.go
+++ b/influxql/ast_test.go
@@ -390,6 +390,23 @@ func TestSelectStatement_RewriteFields(t *testing.T) {
 			stmt:    `SELECT mean(*) AS alias FROM cpu`,
 			rewrite: `SELECT mean(value1::float) AS alias_value1, mean(value2::integer) AS alias_value2 FROM cpu`,
 		},
+
+		// Query regex
+		{
+			stmt:    `SELECT /1/ FROM cpu`,
+			rewrite: `SELECT value1::float FROM cpu`,
+		},
+
+		{
+			stmt:    `SELECT value1 FROM cpu GROUP BY /h/`,
+			rewrite: `SELECT value1::float FROM cpu GROUP BY host`,
+		},
+
+		// Query regex
+		{
+			stmt:    `SELECT mean(/1/) FROM cpu`,
+			rewrite: `SELECT mean(value1::float) AS mean_value1 FROM cpu`,
+		},
 	}
 
 	for i, tt := range tests {
diff --git a/influxql/parser.go b/influxql/parser.go
index 0437e542d9f..0e772e0a159 100644
--- a/influxql/parser.go
+++ b/influxql/parser.go
@@ -1915,19 +1915,27 @@ func (p *Parser) parseFields() (Fields, error) {
 func (p *Parser) parseField() (*Field, error) {
 	f := &Field{}
 
-	_, pos, _ := p.scanIgnoreWhitespace()
-	p.unscan()
-	// Parse the expression first.
-	expr, err := p.ParseExpr()
+	// Attempt to parse a regex.
+	re, err := p.parseRegex()
 	if err != nil {
 		return nil, err
+	} else if re != nil {
+		f.Expr = re
+	} else {
+		_, pos, _ := p.scanIgnoreWhitespace()
+		p.unscan()
+		// Parse the expression first.
+		expr, err := p.ParseExpr()
+		if err != nil {
+			return nil, err
+		}
+		var c validateField
+		Walk(&c, expr)
+		if c.foundInvalid {
+			return nil, fmt.Errorf("invalid operator %s in SELECT clause at line %d, char %d; operator is intended for WHERE clause", c.badToken, pos.Line+1, pos.Char+1)
+		}
+		f.Expr = expr
 	}
-	var c validateField
-	Walk(&c, expr)
-	if c.foundInvalid {
-		return nil, fmt.Errorf("invalid operator %s in SELECT clause at line %d, char %d; operator is intended for WHERE clause", c.badToken, pos.Line+1, pos.Char+1)
-	}
-	f.Expr = expr
 
 	// Parse the alias if the current and next tokens are "WS AS".
 	alias, err := p.parseAlias()
@@ -2115,6 +2123,13 @@ func (p *Parser) parseDimensions() (Dimensions, error) {
 
 // parseDimension parses a single dimension.
 func (p *Parser) parseDimension() (*Dimension, error) {
+	re, err := p.parseRegex()
+	if err != nil {
+		return nil, err
+	} else if re != nil {
+		return &Dimension{Expr: re}, nil
+	}
+
 	// Parse the expression first.
 	expr, err := p.ParseExpr()
 	if err != nil {
@@ -2538,27 +2553,50 @@ func (p *Parser) parseRegex() (*RegexLiteral, error) {
 // This function assumes the function name and LPAREN have been consumed.
 func (p *Parser) parseCall(name string) (*Call, error) {
 	name = strings.ToLower(name)
-	// If there's a right paren then just return immediately.
-	if tok, _, _ := p.scan(); tok == RPAREN {
-		return &Call{Name: name}, nil
-	}
-	p.unscan()
 
-	// Otherwise parse function call arguments.
+	// Parse first function argument if one exists.
 	var args []Expr
-	for {
-		// Parse an expression argument.
+	re, err := p.parseRegex()
+	if err != nil {
+		return nil, err
+	} else if re != nil {
+		args = append(args, re)
+	} else {
+		// If there's a right paren then just return immediately.
+		if tok, _, _ := p.scan(); tok == RPAREN {
+			return &Call{Name: name}, nil
+		}
+		p.unscan()
+
 		arg, err := p.ParseExpr()
 		if err != nil {
 			return nil, err
 		}
 		args = append(args, arg)
+	}
 
-		// If there's not a comma next then stop parsing arguments.
-		if tok, _, _ := p.scan(); tok != COMMA {
+	// Parse additional function arguments if there is a comma.
+	for {
+		// If there's not a comma, stop parsing arguments.
+		if tok, _, _ := p.scanIgnoreWhitespace(); tok != COMMA {
 			p.unscan()
 			break
 		}
+
+		re, err := p.parseRegex()
+		if err != nil {
+			return nil, err
+		} else if re != nil {
+			args = append(args, re)
+			continue
+		}
+
+		// Parse an expression argument.
+		arg, err := p.ParseExpr()
+		if err != nil {
+			return nil, err
+		}
+		args = append(args, arg)
 	}
 
 	// There should be a right parentheses at the end.