Healthy Food Guide by KarbCoach
Bubba's Fine Foods Ungranola, Bourbon Vanilla: Food Integrity analysis
Quick answer
High integrity
Bubba's Fine Foods ungranola, bourbon vanilla received a Food Integrity Score of 88 out of 100 (high integrity). This reflects minimal processing and low additive load. This reads more like a simple kitchen recipe than a factory formula, with recognizable nuts, coconut, honey, and sea salt doing normal food jobs. Egg whites add a mild binding helper, and the bourbon vanilla extract is a standard flavoring rather than a vague flavor system. It is a reasonable granola-style snack to consider based on your overall diet in moderation, with honey and coconut being the main things to keep an eye on portion-wise. Main considerations include honey adds free sugars and coconut and nuts are calorie-dense, so portion size matters. Simpler options: toast your own coconut and nuts at home with a little sea salt; use a smaller amount of honey or a pure vanilla extract for a lighter flavor.
Food Integrity Score 88/100
What stood out on the label?
- Minimal processing
- Low additive load
- Transparency: High
What to watch?
- Honey adds free sugars
- Coconut and nuts are calorie-dense, so portion size matters
Simpler options to consider
- Toast your own coconut and nuts at home with a little sea salt
- Use a smaller amount of honey or a pure vanilla extract for a lighter flavor
You are viewing ingredients and processing. Switch to Longevity for nutrition and longer-term eating pattern fit.
Source data, GTIN, and Healthy Food Guide analysis details
Product facts
- Product
- Bubba's Fine Foods Ungranola, Bourbon Vanilla
- Brand
- Bubba's Fine Foods
- Category
- Breakfast & Cereal (source: Cereal)
- GTIN / UPC
00852616008464- Serving size
- 34 g (1 bag)
- Source data — ingredients
- Ingredient list from product label data (see Sources)
- Healthy Food Guide analysis
- Independent Longevity and Food Integrity scorecards. See methodology under Sources.
- Data last verified
Food Integrity results
Ungranola, Bourbon Vanilla
Bubba's Fine Foods
High integrity
Warning Signs
Honey is the only sweetener here, and the list is short enough to read every entry clearly.
Consider This
Nothing in this list is typically associated with factory-formulated foods; coconut, almonds, cashews, and vanilla extract are all recognizable.
Good Substitutes
Toasting your own coconut, nuts, and a splash of real vanilla at home keeps this simple recipe even cleaner.
Overall Assessment
High integrityThis reads more like a simple kitchen recipe than a factory formula, with recognizable nuts, coconut, honey, and sea salt doing normal food jobs. Egg whites add a mild binding helper, and the bourbon vanilla extract is a standard flavoring rather than a vague flavor system. It is a reasonable granola-style snack to consider based on your overall diet in moderation, with honey and coconut being the main things to keep an eye on portion-wise.
Key Highlights
What stood out
- Honey adds free sugars
- Coconut and nuts are calorie-dense, so portion size matters
Highest concern ingredients
- Honey (3/10) — Added natural sweetener contributes sugar.
Better choice tips
- Toast your own coconut and nuts at home with a little sea salt
- Use a smaller amount of honey or a pure vanilla extract for a lighter flavor
Ingredients
Ingredient list
COCONUT, ALMONDS, CASHEWS, HONEY, EGG WHITES, BOURBON VANILLA EXTRACT, SEA SALT.
Formulations can vary — check the package label for the final word.
Highest-concern ingredients first. Expand an item for notes.
HoneyConcern 3/10 — Mild concernSweetener
What this is
Sweetener
Processing category
Natural refined
Main concern area
Ingredient concern
Why it matters
Added sweetener contributes sugar; a natural product but still a sugar source.
Additional note
Natural sweetener; adds free sugars even though it is minimally processed.
Bourbon vanilla extractConcern 2/10 — Very low concernFlavoring
What this is
Flavoring
Processing category
Natural refined
Main concern area
Processing
Why it matters
Extracted flavoring is recognizable and specific, with only mild refinement.
Additional note
Extract from vanilla beans in alcohol; a standard flavoring, not a vague system.
CoconutConcern 1/10 — Very low concernSimple food
What this is
Simple food
Processing category
Whole food
Why it matters
Recognizable whole food with category-normal preparation only.
Additional note
Recognizable tree-derived food, lightly processed when shredded or toasted.
Egg whitesConcern 1/10 — Very low concernSimple food
What this is
Simple food
Processing category
Whole food
Why it matters
Recognizable animal-derived food with category-normal handling.
Additional note
Simple egg-derived ingredient, mild processing when dried or pasteurized.
View all 7 ingredient assessments
AlmondsConcern 0/10 — No meaningful concernSimple food
What this is
Simple food
Processing category
Whole food
Why it matters
Simple recognizable nut with no formulation concern.
Additional note
Whole nut, category-normal roasting or dicing only.
CashewsConcern 0/10 — No meaningful concernSimple food
What this is
Simple food
Processing category
Whole food
Why it matters
Simple recognizable nut with no formulation concern.
Additional note
Whole nut, category-normal roasting or dicing only.
Sea saltConcern 0/10 — No meaningful concernSimple food
What this is
Simple food
Processing category
Whole food
Why it matters
Basic seasoning with no formulation concern.
Additional note
Simple mineral seasoning, category-normal.
Food Integrity is an ingredient-based estimate of how simple and recognizable a food's ingredient profile appears. It is not a medical safety rating or nutrition advice. Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions.
How this product may fit different goals
The same food can look different depending on what matters most to you. Here is a general preview of how this product may align with several common goals.
Low-Spike Stability
Watch-outsMetabolic Health
For someone prioritizing Low-Spike Stability, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "honey". See ingredients for details.)
Heart-Healthy Eating
SupportiveMetabolic Health
For someone prioritizing Heart-Healthy Eating, the available data suggest this product may align in helpful ways.
A supportive signal: Heart-friendly fat ingredients (Mentions "almond". See ingredients for details.)
GLP-1 Eating Support
Watch-outsMetabolic Health
For someone prioritizing GLP-1 Eating Support, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "honey". See ingredients for details.)
Low Sugar Lifestyle
Watch-outsMetabolic Health
For someone prioritizing Low Sugar Lifestyle, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "honey". See ingredients for details.)
Appetite & Portion Awareness
Watch-outsMetabolic Health
For someone prioritizing Appetite & Portion Awareness, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "honey". See ingredients for details.)
Athletic Fueling
SupportiveAthletic Performance
For someone prioritizing Athletic Fueling, the available data suggest this product may align in helpful ways.
A supportive signal: Carb fueling ingredients (Mentions "honey". See ingredients for details.)
Vegetarian
SupportiveDietary Patterns
For someone prioritizing Vegetarian, the available data suggest this product may align in helpful ways.
A supportive signal: Plant-food ingredients (Mentions "almond". See ingredients for details.)
Vegan
Watch-outsDietary Patterns
For someone prioritizing Vegan, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Animal-derived ingredients (Mentions "egg", "honey". See ingredients for details.)
Plant-Based
Watch-outsDietary Patterns
For someone prioritizing Plant-Based, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Animal-derived ingredients (Mentions "egg", "honey". See ingredients for details.)
Low-Carb Lifestyle
Watch-outsDietary Patterns
For someone prioritizing Low-Carb Lifestyle, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "honey". See ingredients for details.)
Keto-Style Eating
Watch-outsDietary Patterns
For someone prioritizing Keto-Style Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "honey". See ingredients for details.)
Paleo-Style Eating
Watch-outsDietary Patterns
For someone prioritizing Paleo-Style Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Added-sugar cues (Mentions "honey". See ingredients for details.)
Healthy Fat Focus
SupportiveDietary Patterns
For someone prioritizing Healthy Fat Focus, the available data suggest this product may align in helpful ways.
A supportive signal: Healthy fat ingredients (Mentions "almond". See ingredients for details.)
Workout Recovery
NeutralAthletic Performance
For someone prioritizing Workout Recovery, the Food Integrity data do not show a strong matching signal for this product.
Strength & Protein Focus
NeutralAthletic Performance
For someone prioritizing Strength & Protein Focus, the Food Integrity data do not show a strong matching signal for this product.
Pescatarian
NeutralDietary Patterns
For someone prioritizing Pescatarian, the Food Integrity data do not show a strong matching signal for this product.
Low Gluten Eating
NeutralDietary Patterns
For someone prioritizing Low Gluten Eating, the Food Integrity data do not show a strong matching signal for this product.
Minimally Processed Eating
NeutralDietary Patterns
For someone prioritizing Minimally Processed Eating, the Food Integrity data do not show a strong matching signal for this product.
Whole-Food Focused Eating
NeutralDietary Patterns
For someone prioritizing Whole-Food Focused Eating, the Food Integrity data do not show a strong matching signal for this product.
Reduce Ultra-Processed Foods
NeutralDietary Patterns
For someone prioritizing Reduce Ultra-Processed Foods, the Food Integrity data do not show a strong matching signal for this product.
Mediterranean-Style Eating
NeutralDietary Patterns
For someone prioritizing Mediterranean-Style Eating, the Food Integrity data do not show a strong matching signal for this product.
See how this product fits your goals
Choose what matters most to you and explore a more detailed interpretation of this product's nutrition, ingredients, and tradeoffs.
Understanding the Food Integrity analysis
What the Food Integrity analysis evaluates
The Food Integrity analysis focuses on how a packaged food is formulated and made. It examines processing level, ingredient quality, additives, oils, sweeteners, purity cues, and how clearly a label communicates what is in the product. The Food Integrity Score summarizes that formulation and transparency picture on a 0–100 scale. It is not a full nutrient report and it is not a personalized meal plan.
Why processing, ingredients, and transparency matter
Processing level and ingredient quality shape what you are actually eating beyond calories on the label. Additives, industrial oils, and intense sweeteners can change how clean or heavily engineered a product feels, even when the front of pack looks wholesome. Purity and transparency matter because incomplete or marketing-heavy labeling can hide tradeoffs that only show up when the full ingredient list is reviewed carefully.
Who may prioritize Food Integrity
Some people care mainly about Food Integrity because their dietary goals center on formulation rather than macros alone. Examples include checking vegetarian or vegan suitability, preferring simpler ingredient sources, avoiding certain additives or sweeteners, watching oil choices, or preferring less processed options. For those priorities, the Food Integrity Score can be the more practical first read.
How Food Integrity differs from Longevity
Food Integrity is the focused analysis of processing, ingredients, additives, purity, and transparency. Longevity is the broader analysis of nutritional composition, metabolic and dietary characteristics, processing, and ingredient quality together. Favorable nutrition values do not necessarily mean strong Food Integrity: a product can look balanced on macros yet still rely on heavy processing or additives that the Food Integrity analysis flags in more detail.
Why the two analyses overlap—and why to review Longevity too
The analyses overlap intentionally. Food Integrity–related characteristics contribute to Longevity, and Longevity still benefits from the same ingredient-quality lens. They are not competing verdicts; they answer different questions at different depths. Reviewing the Longevity analysis can add information about nutritional composition, metabolic characteristics, and dietary balance that Food Integrity alone does not emphasize. Looking at both usually gives the most complete understanding of tradeoffs.
Common questions about this product
Is Bubba's Fine Foods Ungranola, Bourbon Vanilla highly processed?
Food Integrity lists processing level as Minimal processing. That reflects formulation and processing signals from the ingredient analysis — not a medical or regulatory classification.
Why are the Longevity and Food Integrity scores different?
Longevity emphasizes nutrition per serving and longer-term dietary alignment. Food Integrity emphasizes ingredients, additives, processing, and label transparency. The same product can score differently on those lenses.
How much fiber is in one serving?
Bubba's Fine Foods Ungranola, Bourbon Vanilla shows about 4.01g of fiber per labeled serving in the Longevity nutrition facts.
Does it contain added sugar?
Bubba's Fine Foods Ungranola, Bourbon Vanilla: 6g added sugar per serving; sweetener signals include honey. Confirm the current package Nutrition Facts and ingredient list.
What helped the Longevity Score?
Key positives called out in the analysis include: Short list of recognizable whole-food ingredients; Nuts and coconut provide fiber and healthy fats; No artificial colors, sweeteners, or additives.
What prevented a perfect Longevity Score?
Key concerns noted include: Saturated fat is high at 9g per serving; Calorie-dense for a 34g serving; Sodium is modest but present.
Who might evaluate this product differently?
People prioritizing different goals (for example lower carbs, higher protein, or minimally processed eating) may weigh the same breakfast & cereal differently. Use the goal preview on this page, then personalize in KarbCoach for your priorities.
Source data and Healthy Food Guide analysis
- Public label databases (including USDA FoodData Central and Open Food Facts) — Possible sources for package ingredients and nutrition.
- Healthy Food Guide analysis (Longevity and Food Integrity) — Independent Longevity and Food Integrity scorecards.
- How the Longevity Score is calculated
- How the Food Integrity Score is calculated
- Scoring models: KarbCoach Longevity and Food Integrity.
- Independent analysis. No manufacturer affiliation.
- Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions. Full sources and safety details.
Label accuracy and safety information
Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions.
See how this item lines up with your goals
Healthy Food Guide covers this product in detail. In KarbCoach, your goals shape what matters most for your meals.
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